ChatGPT answers, unedited

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual questions people are typing into ChatGPT/Perplexity/Gemini that result in your site being cited, there are now tools getting surprisingly close. But no tool can give you a complete, first-party log of every user's private ChatGPT prompt.

The tools I'd look at as a solo SEO freelancer

• tryprofound.com — probably the closest match to what you're describing. Its Prompt Volumes dataset is built from real, anonymized AI conversations, and it says you can search for a URL and see the prompts that cause AI engines to cite that page, including platform and volume data. Profound Profound Help Center
• otterly.ai — more geared toward an SEO freelancer who wants a practical monitoring/reporting platform. You give it prompts to track, and it records the exact prompt, AI response, mentions, and URLs cited. It also has AI Prompt Research to generate likely prompts from keywords, domains, or industries. Otterly AI Otterly AI
• peec.ai — another option for monitoring AI visibility. It tracks which prompts produce mentions and which sources are cited, with visibility/share-of-voice metrics. Peec AI

The distinction that matters

There are really three levels of data:

Profound is particularly interesting because it claims access to a large dataset of real AI conversations, rather than simply having an LLM invent likely prompts. Profound Profound

For a solo SEO freelancer, I'd think about it this way:

Profound = research into what people are actually asking AI

OtterlyAI = practical client-facing AI visibility monitoring

And there's a particularly useful workflow here:

Real prompts → prompts that cite competitors → pages being cited → why those pages are being cited → content recommendations for your client

That's much more actionable than simply reporting “your brand appeared in ChatGPT 23% of the time.”

One caveat: don't confuse the prompt that produced an AI answer with the search queries an AI model generated behind the scenes. Modern answer engines can fan out a user's prompt into multiple searches before constructing the answer. Profound, for example, explicitly tracks these “query fanouts.” Profound Help Center

If you're considering this specifically as a solo freelancer service, I can also break down which of these tools gives you the most useful data for selling an “AI SEO/GEO audit” to clients, including approximate pricing and what you could actually deliver in a $500–$2,000 audit.

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual user prompts that caused an AI system to surface/cite your content, there still isn’t a Google-Search-Console equivalent that gives you the complete underlying user query stream. ChatGPT, Perplexity, Claude, etc. generally don't expose their users’ private prompt data. Otterly explicitly notes this limitation. Otterly AI Otterly

What does exist now is AI-visibility/GEO software that lets you track specific prompts and the resulting AI answers, including whether your site was mentioned or cited.

The tools I'd look at as a solo SEO

• Writesonic AI Visibility Tracker — particularly interesting because it shows the exact tracked prompt, full AI answer, citations, competitors, and query fan-outs. It also claims to crawl the actual AI interfaces rather than relying solely on APIs. Writesonic
• Otterly.AI — tracks prompts across AI search engines and shows citations/sources. It also has prompt-research functionality for generating a realistic set of prompts to monitor. Otterly AI Otterly
• Profound — more of a serious AI-search monitoring platform, with prompt-level visibility and citation tracking. It tends to make more sense as client work scales.
• Peec AI — another dedicated AI visibility platform focused heavily on prompt/answer/citation and competitive analysis.
• Promptwatch — worth investigating if you want not merely monitoring but a workflow from prompt → AI answer → citation gap → content action. Promptwatch

The key thing I'd change in your mental model

Think of it as:

Prompt → AI response → sources/citations → your page

rather than:

User prompt → your page

For example, you might configure:

“best SEO tools for small ecommerce businesses”

The platform repeatedly asks that prompt to ChatGPT/Perplexity/Gemini/etc., records the response, and tells you something like:

ChatGPT mentioned Ahrefs and Semrush
Sources: ahrefs.com/..., reddit.com/..., yourcompetitor.com/...
Your site: not cited

Then you can track another prompt:

“how do I do SEO for a small ecommerce store without an agency?”

and discover:

Your article is cited as source #2

That's much closer to GSC for AI search, although it's not actual first-party user-query data.

For a solo freelancer, I'd probably start here

Writesonic or Otterly are the two I'd investigate first. Writesonic is particularly interesting if your goal is “show me the prompts, answers and pages being cited so I can turn that into SEO recommendations for clients.” Its current documentation explicitly exposes the tracked prompt and corresponding answer, including the cited sources and query fan-outs. Writesonic Help Center Writesonic

One other important distinction: “being mentioned” ≠ “being cited.” A model can recommend a company/content brand without linking to its site. For SEO purposes, I'd track both, but pay particular attention to which URLs are actually being used as sources. Austin Heaton

If you tell me roughly how many clients you manage and your monthly tool budget (e.g. <$50, $100, $200), I can narrow this down to the 2–3 tools that make the most sense for a solo SEO freelancer.

Yes — but there’s an important distinction.

There are now tools that show the exact prompts you’re tracking and the AI answers/citations they produce. But no tool can reliably tell you the exact private prompts that real users typed into ChatGPT/Gemini/etc. That information generally isn’t exposed by the AI platforms.

For a solo SEO freelancer, I’d think about it as “prompt discovery + AI visibility tracking.”

What you can actually measure

A good tool can tell you:

• The prompt: e.g. “best CRM for small real estate teams”
• Which AI engine: ChatGPT, Gemini, Perplexity, Google AI Overviews, etc.
• The answer generated
• Whether your client/brand was mentioned
• Which URL/page was cited
• Which competitors were cited instead
• Sometimes the position/order of citations
• Changes in all of the above over time

For example, allsearch.io lets you generate/manage prompts and see prompt-level visibility, citations, competitors, and sources across multiple AI engines. AllSearch

ahrefs.com is particularly interesting for SEO freelancers because it derives prompts from real search behavior rather than simply inventing hypothetical questions. It checks ChatGPT, Gemini, Perplexity, Copilot and Google AI surfaces and reports the topics and pages being cited. Ahrefs

There are also dedicated trackers such as oneclickseo.ai and wellows.com that preserve the actual AI response and citation URLs for individual prompts. OneClickSEO Wellows

The really interesting opportunity for you

If what you're asking is:

“Can I find out which questions are causing AI to discover and cite my client's content?”

Yes, increasingly.

You can combine:

Google Search Console + keyword data → likely buyer questions → AI prompt tracking → cited URLs → content optimization

That's much more actionable than simply reporting an “AI visibility score.”

For example, suppose you're doing SEO for a commercial cleaning company.

You might discover that AI systems cite their article for:

• “How much does commercial cleaning cost?”
• “What should I look for in a commercial cleaning company?”
• “Best commercial cleaning companies for medical offices”
• “How often should an office be professionally cleaned?”

You can then see which specific page is getting cited for each prompt, and potentially build/modify content around the prompts where competitors are winning.

One caveat that's easy to miss

The phrase “exact prompts that lead to our content being used” can mean two different things:

1. Exact prompts you specify/test → yes, tools can track these precisely.
2. Exact prompts actual ChatGPT users typed before your content was cited → generally no. The platforms don't give SEOs a complete query log of users' private prompts.

Even vendors acknowledge this limitation: Otterly's GEO research describes AI search as having a “blind spot” because you can't directly see the exact prompts users are entering. Otterly

So I'd be skeptical of any product claiming it has a definitive database of all real ChatGPT prompts that caused your URL to be cited.

If you're a solo freelancer, I'd shortlist

For an SEO-first workflow: Ahrefs Brand Radar/AI Visibility — particularly compelling if you already use Ahrefs.

For inexpensive, granular prompt tracking: AllSearch or OneClickSEO.

For a dedicated AI visibility/AEO workflow: Otterly, Profound, Peec, etc. The market has gotten quite crowded in 2026. GeoHero Austin Heaton

But there's an even more interesting question: whether you can build a lightweight version of this yourself for clients — essentially “AI citations → prompt → page → recommendation” — without paying for one of the expensive enterprise AEO platforms.

For a solo freelancer, that could actually be a very good productized SEO service.

Short answer: yes, but with an important caveat — no tool can currently reveal the private, literal prompts that real users typed into ChatGPT/Gemini/Claude that caused your page to be cited. AI platforms generally do not expose that query-level user data.

What you can get are tools that approximate this by:

1. Tracking a set of prompts you define
2. Discovering likely AI-search prompts in your niche
3. Showing when your content/domain is cited
4. Showing which prompts produce competitor citations instead

For a solo SEO freelancer, these are the most relevant options:

Best fit: AI prompt + citation tracking

semrush.com

• Probably the closest fit if you already do SEO work.
• Surfaces AI prompts/topics, tracks brand visibility, and shows which prompts lead to mentions.
• Useful for client reporting because it connects traditional SEO thinking (topics/keywords) with AI visibility.

seogeo360.com

• More specifically focused on "what prompts cause brands to get cited."
• Tracks prompts across AI engines and identifies citation gaps versus competitors.

indexly.ai

• Tracks a defined prompt set and monitors: - whether you appear
• your rank/position in AI answers
• which sources are cited

More lightweight / freelancer-friendly options

frase.io

Good for quick audits:

• Enter a domain/page
• It tests AI-style questions
• Shows whether AI engines cite you

citedspy.com

Useful for manual research:

• Put in a query like: > "best CRM for small businesses"
• Compare ChatGPT, Gemini, Perplexity, etc.
• See which pages they cite

The workflow I’d use as a solo SEO freelancer

I wouldn’t try to find "the exact prompts." I’d build a prompt universe:

1. Take your client's money pages:

• service pages
• comparison pages
• guides
• product pages
• Create 50–200 buyer prompts:

• "best [category] for [audience]"
• "alternatives to [competitor]"
• "how do I solve [problem]"
• "is [product/service] worth it"
• Track:

• Does AI mention the brand?
• Does AI cite the URL?
• Which competitor URLs appear?
• What content format gets cited?
• Create "citation bait" improvements:

• original research
• statistics
• comparison tables
• clear definitions
• expert quotes
• FAQ sections

A useful mental model: AI SEO today is closer to rank tracking than keyword research. You don't get the hidden search query log; you create a representative query set and monitor performance.

For a solo freelancer, I’d probably start with:

• Semrush if you already have clients and want a polished reporting layer.
• Frase + manual prompt tracking if you want a cheaper workflow.
• Indexly/SEOGEO360-style tools if your service offering is specifically becoming "GEO/AI visibility." Frase SEOGEO360 Indexly

One thing I’d avoid: tools claiming they have the exact prompts that caused ChatGPT to use your article. Unless they have access to proprietary AI-provider logs, they are usually estimating or running their own test prompts.

Yes—but there’s an important distinction.

If you mean “what prompts cause AI to cite my content?”

There are now tools that get fairly close. They run and track a library of prompts against AI engines, then show you the prompts, answers, mentions, and cited URLs.

A few worth looking at as a solo SEO freelancer:

• hubspot.com — particularly interesting for freelancers because it tracks individual prompts and shows the exact AI response, including citations. It currently offers 25 tracked prompts across ChatGPT, Perplexity, and Gemini for free. HubSpot
• sincite.com — explicitly focuses on sampling the prompts buyers ask and showing the exact answers/sentences where a brand is or isn't mentioned. Sincite
• traqer.ai — has prompt-level analysis plus a useful “most cited URLs” view, so you can see which pages are actually being used as sources. Traqer
• geotoolbox.ai — tracks prompts across ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews/AI Mode, Copilot and Grok, with raw citation data. GEO Toolbox
• citations.io — geared toward monitoring prompts, citations, competitors and implementation opportunities. Citations

But there's a catch

None of these can tell you the actual private prompt that a random person typed into ChatGPT and that subsequently caused your article to be cited.

That's because AI platforms generally don't expose a Search Console–style dataset of:

User's exact prompt → AI response → your URL citation

There isn't currently a true “Google Search Console for ChatGPT” that gives you that underlying query data. Reddit

Instead, these platforms create/collect a representative prompt set, run those prompts themselves, and measure whether you're mentioned or cited.

So if your question is:

“Can I discover the exact questions people are asking AI that result in my client's pages being cited?”

Not reliably, no.

But if your question is:

“Can I discover the prompts where my client's content could be cited, test them repeatedly, and see exactly which pages AI uses as sources?”

Yes—and this is becoming a legitimate SEO workflow.

For a solo freelancer, I'd actually lean toward Sincite or Traqer for simplicity, or HubSpot AEO if you already use HubSpot. The more important feature isn't the visibility score; it's being able to go:

prompt → AI answer → cited competitors → cited URL → client's page → content gap

That's the workflow that can turn AI visibility into an actual SEO service rather than just another vanity metric.

If you tell me roughly how many clients/sites you manage (e.g. 5, 20, 50), I can also compare the best tools for a solo freelancer on price, prompt limits, engines, and whether they expose the raw AI responses/citations.

Yes, but with an important caveat: no tool can reveal the actual private prompts real users typed into ChatGPT, Gemini, Claude, etc. Those queries are not exposed. What tools can do is:

1. Let you create a prompt set (the queries your customers are likely asking).
2. Run those prompts against AI engines on a schedule.
3. Show which prompts caused your content/URL to be cited or mentioned.
4. Show the competing sources that beat you. Indexly Surfer SEO Docs

For a solo SEO freelancer, this is the emerging category usually called AI visibility tracking, GEO (Generative Engine Optimization), or AI citation tracking.

Tools worth looking at

• Profound — more enterprise-focused, but one of the better-known platforms for tracking AI search visibility and citations.
• mentionscout.com — tracks AI answers across ChatGPT, Google AI Overviews, Gemini, Perplexity, Claude, and Grok, including prompts, citations, and competitors.
• indexly.ai — focused on prompt-level tracking: which prompts mention you, which sources are cited, and competitor comparisons.
• docs.surferseo.com — a more SEO-native option if you already use Surfer; it connects prompts to LLM citations and referenced domains.
• promptwatch.com — built around tracking customer-style prompts and the sources AI engines cite.

What I’d do as a solo SEO freelancer

I would not try to track thousands of prompts. A practical client workflow:

1. Build a "buyer prompt library"

For each client, track ~50–100 prompts:

• "best [service] in [city]"
• "[product] alternatives"
• "[product] vs [competitor]"
• "how to solve [problem]"
• "who offers [service] for [audience]"

2. Track:

• Was the brand mentioned?
• Was a client URL cited?
• Which competitor appeared instead?
• Which pages are winning citations?

3. Turn findings into SEO work:

• Create missing comparison pages
• Improve factual clarity
• Add structured data
• Strengthen author/entity signals
• Earn mentions from sources AI already trusts

The biggest shift from traditional SEO is that you are no longer asking "what keywords rank?" but "what questions cause AI systems to choose this source?"

For a freelancer, I’d probably start with a lower-cost prompt tracker rather than an enterprise GEO suite, unless you’re selling AI visibility as a premium service. Indexly Promptwatch

One limitation to keep in mind: these tools measure simulated/tracked prompts, not the hidden universe of every user question. The value is in finding repeatable patterns, not discovering a secret list of prompts. surva.ai

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual questions people are asking AI that result in your site/content being cited, this is now a real category of tools, usually called AI visibility / AI search / GEO tracking.

A few worth looking at as a solo SEO freelancer:

• ahrefs.com — probably the most interesting if you already use Ahrefs. It says its prompt database is modeled from 459M+ real prompts/search demand, and lets you see AI mentions and citations across ChatGPT, Gemini, Perplexity, Copilot and Google AI surfaces. Ahrefs
• tryprofound.com — much more focused on actual prompt intelligence. It claims a dataset of 1.3B+ real user AI conversations, with daily tracking of prompts, answers and citations. This is the sort of platform I'd look at if this becomes a serious client service for you. Profound
• citedspy.com — interesting low-cost/free starting point. It generates relevant prompts, runs them against multiple AI engines, and gives you a prompt-by-prompt visibility/rank heatmap plus the sources cited. CitedSpy
• promptrush.ai — specifically positions itself around seeing which prompts mention you, which competitors appear, and which sources AI cites across ChatGPT, Gemini, Perplexity, Google AI, Claude, Grok and Copilot. PromptRush
• seogeo360.com — unusually explicit about the thing you're asking for: discovering AI prompts in your niche and identifying the prompts where your brand/content gets cited. SEOGEO360

But here's the catch

No tool can currently tell you with certainty:

“This exact user typed this exact prompt into ChatGPT, and ChatGPT subsequently used your article.”

That's because the platforms generally don't expose their users' private prompt logs.

What these tools do instead is reconstruct/identify the prompt space by using datasets, search demand, modeled buyer questions, or their own observed queries, then repeatedly testing those prompts against AI systems.

So there's a difference between:

Actual user prompt data
→ largely proprietary/inaccessible

versus

High-confidence prompt intelligence
→ “These are the questions people are asking/likely asking, and here's when AI cites your content.”

For a solo SEO freelancer, I'd actually approach this differently

You don't necessarily need an expensive enterprise GEO platform.

I'd want a workflow that gives you:

1. Prompt discovery — what questions are being asked around the client's commercial topics.
2. Prompt → AI answer — what ChatGPT/Perplexity/Gemini actually say.
3. Citation extraction — which URLs they're using.
4. Citation gap — competitor cited, client not cited.
5. Page-level attribution — which specific competitor pages are earning those citations.
6. Change tracking — whether your client starts appearing after you modify/create content.

That gives you something much more actionable than an “AI visibility score.”

For example, imagine you're doing SEO for a CRM company. You want a report like:

Prompt: “Best CRM for a 10-person B2B SaaS startup”
ChatGPT: HubSpot, Pipedrive, Close
Perplexity: HubSpot, Close, G2
Gemini: HubSpot, Salesforce, Pipedrive
Your client: absent

Sources repeatedly cited: G2, Zapier, Forbes, Capterra
Opportunity: create/earn coverage around “CRM for small B2B SaaS teams”

That's where AI visibility becomes an actual SEO deliverable, rather than another vanity metric.

If you're thinking about this specifically as a solo freelancer service, I can also compare the 5–7 tools I'd consider buying on a freelancer budget (including approximate pricing, prompt data quality, client reporting, and whether I'd actually pay for each one).

For a solo SEO freelancer, I'd actually approach this differently

You don't necessarily need an expensive enterprise GEO platform.

I'd want a workflow that gives you:

1. Prompt discovery — what questions are being asked around the client's commercial topics.
2. Prompt → AI answer — what ChatGPT/Perplexity/Gemini actually say.
3. Citation extraction — which URLs they're using.
4. Citation gap — competitor cited, client not cited.
5. Page-level attribution — which specific competitor pages are earning those citations.
6. Change tracking — whether your client starts appearing after you modify/create content.

That gives you something much more actionable than an “AI visibility score.”

For example, imagine you're doing SEO for a CRM company. You want a report like:

Prompt: “Best CRM for a 10-person B2B SaaS startup”
ChatGPT: HubSpot, Pipedrive, Close
Perplexity: HubSpot, Close, G2
Gemini: HubSpot, Salesforce, Pipedrive
Your client: absent

Sources repeatedly cited: G2, Zapier, Forbes, Capterra
Opportunity: create/earn coverage around “CRM for small B2B SaaS teams”

That's where AI visibility becomes an actual SEO deliverable, rather than another vanity metric.

If you're thinking about this specifically as a solo freelancer service, I can also compare the 5–7 tools I'd consider buying on a freelancer budget (including approximate pricing, prompt data quality, client reporting, and whether I'd actually pay for each one).

Short answer: yes, but not in the way many SEOs imagine. There is no tool that can reveal the actual private prompts typed by every user that caused an AI model to use your content. OpenAI, Google, Anthropic, etc. do not expose a log of user conversations or hidden retrieval triggers.

What you can get are tools that:

1. Generate and track likely buyer prompts
2. Run those prompts against AI engines
3. Show whether your pages were cited/mentioned
4. Reveal the exact tracked prompts and the AI answers where your content appeared

For a solo SEO freelancer, these are the closest options:

For a freelancer, the workflow I’d use is:

1. Build a prompt universe

• “best [service] for [audience]”
• “how to solve [problem]”
• “[competitor] alternatives”
• “is [category] worth it?”
• “compare [solution A] vs [solution B]”
• Track those prompts weekly

• Did ChatGPT cite my article?
• Did Perplexity link to my page?
• Which competitor keeps appearing?
• Reverse engineer the winning pages

• Are they being cited because they have original data?
• Better definitions?
• Clear comparisons?
• Strong entity signals?
• Third-party mentions?

The important distinction: you’re not discovering “the prompt that made AI use my content”; you’re discovering “the prompts where AI currently chooses to use my content.” That is much more actionable for SEO.

For a solo consultant, I’d probably start with a lightweight AI visibility tracker rather than an enterprise platform. The sweet spot is being able to export:

• prompt
• model
• AI response
• cited URLs
• competitors cited
• missing opportunities

That gives you something you can turn into a client-facing GEO/AEO audit.

For a solo consultant, I’d probably start with a lightweight AI visibility tracker rather than an enterprise platform. The sweet spot is being able to export:

• prompt
• model
• AI response
• cited URLs
• competitors cited
• missing opportunities

That gives you something you can turn into a client-facing GEO/AEO audit.

Short answer: not exactly. There are tools that can show you which prompts are triggering AI answers that cite or mention your content, but there is no tool that can reveal the private, exact prompts real users typed into ChatGPT/Claude/Gemini that caused your page to be retrieved. Those prompt logs are not available to SEO tools.

What you can do as a solo SEO freelancer is track proxy data:

• Which prompts your target audience is likely asking
• Whether AI models mention your brand/content for those prompts
• Which URLs AI cites
• Which competitors appear instead
• Where your content has citation gaps

Some tools aimed at this:

• Ahrefs AI Visibility Index — tracks AI visibility using a large database of modeled prompts and shows which brands appear across AI surfaces. Ahrefs
• Citations.io — focuses on AI visibility tracking, showing prompts, answers, mentions, and cited sources across models. Citations.io
• Scrunch — tracks AI citations and which sources are referenced in AI answers. Scrunch
• Indexly — provides prompt tracking across AI engines and tracks whether brands are mentioned/cited for tracked prompts. Indexly
• Wellows — tracks custom prompts and records AI responses, mentions, and citations. Wellows

For a solo SEO freelancer, I’d think about it this way:

What you probably want to know

Not:

"What exact prompt made ChatGPT use my blog post?"

More useful:

"For the 50 questions my prospects ask AI, am I being cited? If not, who is winning and why?"

A practical workflow:

1. Build a "prompt set" from:

• your top converting keywords
• Google Search Console queries
• People Also Ask questions
• customer FAQs
• competitor pages ranking in AI answers
• Track those prompts weekly in an AI visibility tool.
• For missed citations, compare:

• your page structure
• entity clarity
• statistics/data
• author expertise signals
• mentions/backlinks from trusted sources
• whether competitors are being cited because they are referenced elsewhere
• Create "AI citation targets" similar to old-school link building:

• pages you want AI systems to trust
• third-party sites that repeatedly appear in AI answers
• missing comparison pages, definitions, FAQs, data pages, etc.

One caveat: AI citation tracking is still an emerging category. These tools generally sample prompts and run tests; they do not have access to the hidden logs of ChatGPT users. Viali AI

For a freelancer, I’d probably start with a small tracked prompt library (50–200 prompts) rather than paying for enterprise monitoring. The biggest value is usually finding which commercial questions you are invisible for, not discovering the original hidden prompt.

Short answer: yes, but with an important caveat — no tool can currently reveal the true private prompts that real users typed into ChatGPT, Claude, Gemini, etc. Those prompts are not exposed. What the newer AI SEO/GEO tools do is track a set of prompts you define (or help generate), run them repeatedly, and show when your content/brand gets cited or mentioned. Rank.ai OneClickSEO

For a solo SEO freelancer, these are the closest things to an “AI Search Console”:

A useful workflow as a freelancer:

1. Build a prompt universe

• Take your client's keyword set.
• Convert keywords into buyer-style questions: - “best accounting software for freelancers”
• “who are the top X agencies in Chicago”
• “alternatives to [competitor]”
• “how do I solve [problem]”
• Track those prompts weekly.
• Measure AI inclusion

Look for:

• Was the brand mentioned?
• Was the client's URL cited?
• Which competitor was cited instead?
• Which pages are being used as sources?
• Create citation-targeted content

AI models tend to favor pages that are:

• specific and factual
• well-structured
• updated
• referenced by other trusted sources
• directly answering the question

The closest thing to “the exact prompts that caused my content to appear” is usually prompt-level monitoring, not discovery. You choose the prompts and observe the AI answer/citation relationship. GetMint OneClickSEO

For a solo SEO freelancer, I’d probably start with a lower-cost tracker (Sincite, Rank.ai, Citations.io, or similar), then only move to enterprise tools if you have enough clients to justify it. Sincite Citations

One thing I’d watch for: tools claiming they can show you the exact prompts every ChatGPT user typed before seeing your page are almost certainly overstating what is possible.

Yes — but there’s an important distinction.

If by “exact prompts that lead to our content being used by AI models” you mean:

“What are people actually asking ChatGPT/Perplexity/Gemini, and which of those prompts cause my client’s site to be cited?”

then yes, there are now tools specifically built for this.

The ones I'd look at as a solo SEO freelancer

• otterly.ai — probably the most freelancer-friendly starting point. It lets you track the exact prompt text, see whether your brand/domain appears, see the AI response, and inspect the URLs cited. It also has AI Prompt Research to discover prompts rather than making you invent them. Otterly Otterly
• peec.ai — good if you want an SEO-style dashboard around AI visibility. It identifies prompts, tracks them across AI engines, and shows which sources are being cited. It specifically distinguishes a brand mention from a source citation — useful because an AI can use your content without actually mentioning your brand. Peec AI Peec AI
• tryprofound.com — the more sophisticated/enterprise-oriented option. Its interesting feature is Prompt Research, which uses a huge dataset of actual AI conversations to identify what people are asking rather than simply generating hypothetical prompts. Its current research dataset is reported at 1.9B+ conversations. Profound Profound

But here's the key limitation

None of these can literally tell you:

“At 8:43 PM, user X typed this exact prompt into ChatGPT, and ChatGPT subsequently used your article.”

That's generally not observable from outside the AI platform.

Instead, the tools give you something arguably more useful for SEO:

Real/user-derived prompt → AI answer → your mention/citation → cited URL → competitors cited → changes over time

For example:

Prompt: “Best accounting software for a 10-person construction company?”
↓
ChatGPT answer
↓
Your company mentioned
↓
/best-accounting-software-construction/ cited
↓
Competitors also cited
↓
Track whether this happens tomorrow, next week, etc.

Otterly, for example, explicitly exposes the prompt, response, and citation data at the individual-prompt level. Otterly

For a solo freelancer, I'd probably choose Otterly first

The workflow I'd use for clients would be:

1. Put in the client's domain/brand.
2. Discover relevant AI prompts.
3. Track perhaps 50–100 commercially meaningful prompts, rather than thousands of keywords.
4. Identify prompts where competitors are cited but your client isn't.
5. Find the pages/sources AI is citing.
6. Optimize/create content around those gaps.
7. Report AI visibility + citations + prompt-level wins alongside conventional SEO.

That's a much more compelling client deliverable than simply saying “we're doing GEO/AEO.”

One particularly interesting opportunity for you as a freelancer: the tools are starting to make AI prompts analogous to Google keywords. The prompt becomes the new tracked query, the AI answer becomes the SERP, and the cited sources become something like the organic results.

If you're thinking about adding AI-search visibility as a service to your SEO freelancing, I can also break down the cheapest stack I'd use as a solo freelancer (including free/low-cost options) and exactly what I'd sell to clients.

Prompt: “Best accounting software for a 10-person construction company?”
↓
ChatGPT answer
↓
Your company mentioned
↓
/best-accounting-software-construction/ cited
↓
Competitors also cited
↓
Track whether this happens tomorrow, next week, etc.

Otterly, for example, explicitly exposes the prompt, response, and citation data at the individual-prompt level.

For a solo freelancer, I'd probably choose Otterly first

The workflow I'd use for clients would be:

Yes — but there’s an important distinction.

If by “exact prompts that lead to our content being used” you mean “Can I see the actual user questions people asked ChatGPT/Perplexity/Gemini that resulted in my site being cited?”, that data is generally not exposed by the AI platforms. Tools can query known/sampled prompts and observe the resulting answers and citations, but they usually cannot reveal the private prompt that an individual user actually typed.

What you can get is pretty close and is becoming a new category of AI/GEO prompt research + visibility tracking.

Tools worth looking at

• daybreaker.ai — probably closest to what you're describing. It specifically focuses on discovering real-world AI prompts, rather than just generating hypothetical prompts. It says it has 2.4M+ prompts indexed and supports ChatGPT, Gemini, Perplexity and Copilot. There's a free tier. Daybreaker
• semrush.com — more interesting if you want something that fits into an existing SEO workflow. It surfaces prompts by topic, platform and region and can track your visibility against them. Semrush
• promptrack.cloud — focuses on discovering revenue-driving prompts and then tracking your brand across ChatGPT, Gemini, Perplexity, DeepSeek and Grok. PromptTrack
• wellows.com — tracks individual prompts, the resulting AI answer, whether you're mentioned, and which sources were cited. Wellows
• geo-ai-mention.com — particularly useful if your question is “Which exact prompts produced this citation?” It stores the prompt, full answer, cited sources, brands mentioned and their positions. LLM Search Console

The key limitation

Think of it like this:

Google Search Console:

User searched “best accounting software for freelancers” → your page got an impression/click.

AI search today:

Tool tests “What is the best accounting software for a solo freelancer?” → ChatGPT cites your page.

The second is prompt monitoring, not necessarily the actual query log from real users.

Even newer GEO platforms acknowledge that AI answers vary based on phrasing, geography, account context, conversation history, etc., so no third-party tool can reliably tell you every real prompt that caused your page to be cited. Momentic Marketing

For a solo SEO freelancer, I'd do this

I wouldn't buy an expensive enterprise GEO platform yet.

I'd start with Daybreaker + a lightweight visibility tracker. Daybreaker can give you a research layer — what people appear to be asking AI about your client's category — while a tracker lets you repeatedly run those prompts and record:

Prompt → AI answer → cited URL → competitor cited → your position → change over time

That gives you a genuinely useful deliverable for clients:

“These are the 50 AI prompts most relevant to your business. You're currently cited on 11. Your competitors are cited on 29. These 8 URLs are the sources AI is relying on instead of you.”

That's much more actionable than simply saying “your AI visibility score is 37.”

If you're thinking about building this into your freelance SEO service, there's actually a pretty interesting opportunity here: AI prompt research could become the GEO equivalent of keyword research, and you could productize it as a relatively simple monthly service.

Short answer: yes, but no tool can reveal the true private prompts that individual users typed into ChatGPT/Gemini/Claude that caused your content to be used. Those platforms generally do not expose user conversation logs or the exact prompts behind organic usage.

What you can get are tools that reverse-engineer and monitor the prompts most likely to surface your content by running controlled prompt sets and showing:

• the prompt/query tested
• whether your brand/content appeared
• which URL was cited
• which competitors appeared instead
• which AI engine produced the answer

These are usually called AI visibility, AEO (Answer Engine Optimization), or LLM citation tracking tools.

For a solo SEO freelancer, I’d look at:

• Profound — probably the most enterprise-oriented option. It tracks prompts, AI answers, citations, and visibility trends across answer engines. Profound
• Citations.io — built around seeing which prompts produce citations, which sources AI trusts, and where competitors win. Citations.io
• MentionScout — focuses on tracking prompts across ChatGPT, Google AI Overviews, Gemini, Perplexity, Claude, and Grok, including cited sources and competitor gaps. MentionScout
• Indexly — useful if you want prompt-level tracking and competitor comparisons. Indexly
• Wellows — emphasizes exact citations, source URLs, and the full AI answer context. Wellows

For a solo freelancer, I’d probably avoid enterprise pricing and build a lightweight workflow:

1. Pick 50–200 buyer-intent prompts:

• “best [service] for [audience]”
• “[problem] solutions”
• “compare [competitor] vs [your category]”
• “who offers [service] in [location]”
• Track weekly:

• ChatGPT
• Perplexity
• Gemini
• Claude
• Google AI Overviews (where available)
• Record:

• Did your domain appear?
• Which page was cited?
• What sources beat you?
• What entities/brands did AI associate with the topic?

A useful distinction: you are not trying to find “the prompt that made ChatGPT steal my article.” You’re trying to find the market prompts where AI answers need your expertise and currently choose other sources.

For a one-person SEO consultancy, the highest ROI is usually:

• a small tracked prompt set per client
• citation gap analysis
• content updates aimed at earning AI citations
• monitoring month-over-month movement

If you tell me your typical client type (local SEO, SaaS, ecommerce, B2B, publishers, etc.), I can suggest a leaner tool stack and workflow.

Yes — but there’s an important distinction.

If by “exact prompts” you mean “show me the actual questions real users typed into ChatGPT/Perplexity that caused my article to be cited”, then no tool can reliably give you that data today. The AI platforms generally don't expose users’ private prompts to third-party SEO tools. Otterly itself describes this as an “invisible prompts” problem. Otterly

What does exist is pretty close and very useful for an SEO freelancer:

The tools I'd look at

• Otterly.AI — probably the easiest starting point for a solo freelancer. You give it a set of prompts such as “best X for Y,” and it repeatedly runs them across AI search engines, showing whether your brand/domain appears, competitors, citations, etc. Current entry pricing is around $29/month. Marqeable Arbling
• Peec AI — stronger if you want to inspect the actual AI answers and understand why a competitor/content source is appearing. It's particularly geared toward marketing/SEO teams. RecoProof
• Profound — much more sophisticated, with large prompt datasets and enterprise-grade visibility/citation analysis, but I'd consider it overkill for most solo SEOs. SEO Counselors
• Ahrefs Brand Radar / Semrush AI Visibility Toolkit — worth considering if you're already paying for either SEO suite, because you can combine traditional search data with AI visibility rather than buying another standalone tool. Marqeable
• Indexly — interesting specifically for your question because it exposes per-prompt source lists, including which of your pages were cited, and keeps historical snapshots. Indexly

But there's a more interesting opportunity

For a solo SEO freelancer, I wouldn't frame the problem as:

“What exact prompts caused AI to use my content?”

I'd frame it as:

“What questions are AI engines answering with my content, and what characteristics do those questions/pages have in common?”

You can get surprisingly close to answering that.

For example, imagine you discover:

Now you can infer that your content has AI visibility around a specific semantic cluster, rather than merely knowing that “ChatGPT cited us.”

That's much more actionable for SEO.

And there's one newer approach I'd watch

Some platforms are trying to connect the prompt → AI web search → pages actually retrieved → citation chain. For example, xSeek claims to show the web search triggered by a prompt and the pages ultimately cited. xSeek

That's arguably more valuable than simply tracking whether your brand was mentioned.

If you're a solo freelancer, I'd start with Otterly or Indexly rather than Profound. Build a portfolio of 50–200 commercially relevant prompts for each client, track them weekly, and turn the resulting “AI citation gaps” into content recommendations.

If you tell me roughly how many clients you manage and what your monthly tool budget is, I can recommend the cheapest stack I'd use as a solo SEO freelancer — including a way to discover new prompt opportunities rather than manually inventing them.

Short answer: yes, but with an important caveat — no tool can reveal the actual private prompts that individual users typed into ChatGPT, Claude, Gemini, etc. Those conversations are not available to SEO vendors. What tools can do is:

1. Track a set of realistic prompts you define (or they generate)
2. Run those prompts across AI engines
3. Show whether your content appears, gets cited, or gets recommended
4. Identify which prompt patterns and topics trigger your visibility Profound Indexly

For a solo SEO freelancer, these are the categories worth looking at:

Best-fit AI visibility tools for a solo freelancer

tryprofound.com

Probably the most enterprise-oriented option. It tracks prompts, AI answers, citations, and visibility trends. It is strong if you manage larger clients, but may be expensive for a solo operator. Profound

citations.io

More focused on the SEO use case: which prompts produce mentions, which URLs AI cites, and where competitors appear instead. It is closer to what a freelancer would use for client reporting. Citations.io

rank.ai

Tracks brand mentions and citations across ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews. It emphasizes prompt-level tracking and competitor comparison. Rank.ai

mentionscout.com

Built around tracking the prompts buyers ask and showing citations, competitors, and sources behind AI answers. MentionScout

getmint.ai

Positions itself around AI search visibility: which prompts trigger you, which trigger competitors, and which sources models trust. GetMint

The workflow I’d recommend for a solo SEO freelancer

Instead of trying to discover "the exact prompts people typed," build a prompt universe:

1. Start with buyer-intent prompts

For a client selling accounting software, for example:

• "best accounting software for small businesses"
• "alternatives to QuickBooks"
• "how do startups manage bookkeeping"
• "what accounting tools do agencies use"

2. Track:

• Did the AI mention the brand?
• Did it cite the client's URL?
• Which competitor appeared?
• Which pages were cited instead?

3. Create content specifically to win those gaps:

• comparison pages
• statistics pages
• expert explainers
• original research
• FAQs
• glossary pages

That is essentially the emerging GEO/AEO workflow: optimize not only for rankings, but for being selected as a source by answer engines.

One thing to be aware of: many tools market themselves as showing "the prompts AI users ask," but in practice they usually mean modeled prompts, tracked prompts, or prompt datasets, not a feed of real user conversations. Profound

For a solo freelancer, I’d probably start with Citations.io, Rank.ai, or MentionScout rather than enterprise platforms, unless you have clients paying specifically for AI visibility reporting. Rank.ai MentionScout Citations.io

Positions itself around AI search visibility: which prompts trigger you, which trigger competitors, and which sources models trust.

The workflow I’d recommend for a solo SEO freelancer

Yes — but there’s an important distinction.

If by “exact prompts that lead to our content being used by AI models” you mean:

“Show me the actual questions people ask ChatGPT/Perplexity/etc. that result in my client’s URL being cited in the answer.”

then yes, this is now possible to a degree, and a few tools are getting quite close.

The one I'd look at first: Profound

tryprofound.com has a particularly relevant feature for what you're describing.

Its Prompt Volumes dataset contains real user AI prompts, and Profound says you can search a specific URL and see the prompts that cause AI engines to cite that page, including the platform and estimated volume. Profound

That's much more useful for an SEO freelancer than simply knowing:

“Your brand appeared in 37% of ChatGPT answers.”

You can potentially get to:

This page → is cited for these prompts → these competitors are cited too → here's the estimated demand.

Profound says its prompt dataset contains 1.5B+ real user prompts, although some of the volume data is modeled/estimated rather than a literal log of every ChatGPT query. Profound Profound

OtterlyAI is another strong option

otterly.ai lets you monitor individual prompts across ChatGPT, Perplexity, Gemini, Google AI Overviews/AI Mode, Copilot and Claude. It shows the actual prompt, the resulting answer, and which URLs were cited. Otterly Otterly

Its AI Prompt Research feature can also discover prompts around a keyword, brand, or URL. Otterly

The difference is roughly:

There's also peec.ai, which is interesting because it exposes ChatGPT's query fan-outs — the sub-queries ChatGPT generates while researching an answer. That's different from the original user prompt, but potentially extremely useful for SEO. Peec AI

One caveat that's really important

No tool can currently tell you with certainty:

“This exact human typed this exact prompt, and that caused your URL to be cited.”

The AI-search ecosystem doesn't generally expose that level of user-level query/citation attribution.

Instead, these platforms combine things like:

• real or sampled AI prompts
• estimated prompt volumes
• repeated monitoring of prompts
• AI-generated answers
• citation extraction
• query fan-outs
• visibility/competitor data

So I'd think of it as “prompt → AI answer → citations” intelligence, rather than Google Search Console-style exact query attribution.

If you're a solo SEO freelancer, I'd actually approach this differently

You don't necessarily need an expensive enterprise AEO platform.

A very compelling freelancer offering could be:

“AI Citation Research”

For each client:

1. Identify 50–200 commercially relevant AI prompts.
2. Run them across ChatGPT, Perplexity, Gemini, etc.
3. Record: - whether the client appears
4. which client URL gets cited
5. which competitors appear
6. which third-party sites are cited
7. what the AI says about the client
8. Identify content that is already being cited.
9. Identify prompts where competitors are cited but the client isn't.
10. Turn those gaps into content/update/link-building recommendations.

That is arguably more actionable for an SEO client than simply reporting “AI visibility = 23%.”

If you tell me roughly what you charge clients (e.g. $500/mo, $1,500/mo, $3k/mo), I can also tell you which of Profound, OtterlyAI, Peec, or a DIY setup makes the most economic sense for a solo freelancer.

If you tell me roughly what you charge clients (e.g. $500/mo, $1,500/mo, $3k/mo), I can also tell you which of Profound, OtterlyAI, Peec, or a DIY setup makes the most economic sense for a solo freelancer.

You can potentially get to:

This page → is cited for these prompts → these competitors are cited too → here's the estimated demand.

Profound says its prompt dataset contains 1.5B+ real user prompts, although some of the volume data is modeled/estimated rather than a literal log of every ChatGPT query. Profound Profound

OtterlyAI is another strong option

otterly.ai lets you monitor individual prompts across ChatGPT, Perplexity, Gemini, Google AI Overviews/AI Mode, Copilot and Claude. It shows the actual prompt, the resulting answer, and which URLs were cited. Otterly Otterly

Its AI Prompt Research feature can also discover prompts around a keyword, brand, or URL. Otterly

The difference is roughly:

There's also peec.ai, which is interesting because it exposes ChatGPT's query fan-outs — the sub-queries ChatGPT generates while researching an answer. That's different from the original user prompt, but potentially extremely useful for SEO. peec.ai

One caveat that's really important

No tool can currently tell you with certainty:

“This exact human typed this exact prompt, and that caused your URL to be cited.”

The AI-search ecosystem doesn't generally expose that level of user-level query/citation attribution.

Instead, these platforms combine things like:

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual user prompts that caused an AI model to retrieve/cite your content organically, there generally isn’t a tool that can reveal those exact private prompts. ChatGPT, Gemini, Claude, etc. don't expose the underlying user-query logs to SEO tools.

What you can get is very close: tools that build or monitor a set of realistic prompts and show you which prompts produce your brand/content, which pages get cited, and which competitors get cited instead.

Best options for a solo SEO freelancer

• otterly.ai — probably the one I'd investigate first. It tracks your own prompt set across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Claude and Copilot, and reports mentions/citations. It also has AI Prompt Research, which is specifically designed to uncover prompts, topics and intent patterns in your category. Otterly
• ahrefs.com — particularly interesting if you're already an Ahrefs user. Ahrefs says its index models 471M+ prompts based on real searches from its keyword database, across ChatGPT, Gemini, Copilot, Perplexity and Google's AI experiences. This is more about discovering the query universe where you could appear than discovering someone's private ChatGPT prompt. Ahrefs
• oneclickseo.ai — more lightweight and freelancer-friendly. You can enter the exact prompts you care about, then see the answers, mentions and actual citation URLs across five engines. OneClickSEO
• mentionscout.com — another prompt-level tracker that shows the prompts where competitors win and you don't, plus the sources behind citations. MentionScout

The distinction matters for SEO

Imagine you're doing SEO for a SaaS client.

You might discover that these prompts consistently produce the client's article:

“best CRM for small real estate teams”
“CRM software for real estate agents”
“alternatives to Salesforce for realtors”

A tracker can tell you:

Prompt → AI answer → brand mentioned? → URL cited? → competitors cited? → which page was cited?

That's incredibly useful for GEO/AEO work.

But it cannot normally tell you:

“On August 28 at 3:14 PM, an actual person asked ChatGPT ‘What CRM should I use for my 5-person real estate team?’, and ChatGPT retrieved your article.”

That's private query-level behavioral data that the model provider doesn't expose.

There is an even more interesting opportunity for you

As a solo SEO freelancer, I'd actually combine two things:

1. Discover likely AI prompts
Use Ahrefs' massive real-search dataset to identify the questions/topics with real search demand. Ahrefs

2. Monitor those prompts across AI engines
Put the highest-value 50–200 prompts into Otterly or a similar tracker and monitor:

• whether the client appears
• which URL gets cited
• competitors appearing instead
• which third-party sources AI trusts
• changes over time
• which prompts are worth creating/updating content for

That gives you a “Google Search Console for AI visibility” workflow, even though you don't get the actual private prompt logs.

And there's a potentially valuable freelance service hiding in this: “AI visibility audit + prompt map” — essentially telling a client “Here are the 100 questions buyers are asking AI about your category, here's whether you're appearing, here's who's being cited instead, and here's exactly what content/off-site authority we're missing.”

If you want, I can also give you a solo-freelancer AI SEO stack under ~$100/month, including which tool I'd pick and how I'd turn the data into a client deliverable.

But it cannot normally tell you:

“On August 28 at 3:14 PM, an actual person asked ChatGPT ‘What CRM should I use for my 5-person real estate team?’, and ChatGPT retrieved your article.”

That's private query-level behavioral data that the model provider doesn't expose.

There is an even more interesting opportunity for you

As a solo SEO freelancer, I'd actually combine two things:

1. Discover likely AI prompts
Use Ahrefs' massive real-search dataset to identify the questions/topics with real search demand.

2. Monitor those prompts across AI engines
Put the highest-value 50–200 prompts into Otterly or a similar tracker and monitor:

Yes — but there’s an important distinction.

If by “exact prompts that lead to our content being used” you mean “What questions are people actually asking ChatGPT/Perplexity/etc. that cause my client’s page to be cited?”, the tooling is getting much closer to that, but no third-party tool can see the private prompts users type into ChatGPT. What these tools generally do is run a controlled set of prompts themselves and show you which ones produce mentions/citations of your site. New Reward Tracemetry

For a solo SEO freelancer, I'd look at these

• Otterly.AI — probably the most approachable starting point. It lets you monitor a defined set of prompts across AI search surfaces and see mentions/citations. Current entry pricing is around $29/mo for 15 prompts. Marqeable LLM Visibility Tools
• Peec AI — stronger analytics and broader monitoring, particularly if you're going to manage several clients. Current entry pricing is roughly $85–95/mo depending on the source/plan. Tracemetry MentionsAPI
• Profound — probably the most sophisticated option for citation/source analysis, but it's more geared toward companies and agencies with larger budgets. Its entry tier is around $99/mo, with deeper multi-engine capabilities at higher tiers. Marqeable LLM Visibility Tools
• Ahrefs Brand Radar / AI visibility tracking — interesting if you already pay for Ahrefs. Ahrefs specifically recommends building a prompt set from things like Search Console queries, forums, top-performing pages, PAA, and AI-search traffic rather than blindly generating prompts. Ahrefs

But here's the really interesting opportunity for you

As a freelancer, I wouldn't sell clients “AI rankings.” I'd sell something closer to:

“Which questions are your potential customers asking AI, which sources does AI trust for those questions, and where are you missing?”

For each client, build a set of perhaps 30–50 high-intent prompts, such as:

• “Best [service] for [audience]”
• “How much does [service] cost?”
• “[Client] vs [competitor]”
• “What should I look for when choosing a [provider]?”
• “Who are the best [providers] in [city]?”
• “Is [product/service] worth it?”
• “What are the alternatives to [competitor]?”

Then track:

Prompt → AI answer → Was client mentioned? → Was client's URL cited? → Which page was cited? → Which competitors were cited? → Which third-party sources were cited?

That's much more actionable than a generic “AI visibility score.” Current AI-visibility practitioners are increasingly using exactly this prompt-level methodology. Tracemetry OJ Amplify

One caveat I'd emphasize

You cannot reliably infer the actual prompts used by real ChatGPT users from the citations you're seeing. AI responses vary based on wording, model, location, browsing state, date, and conversation context. So a tool saying “you were cited for these 47 prompts” really means “we tested these 47 prompts and observed citations,” not “47 people asked these exact questions.” New Reward

If you're thinking about this from a freelancer-business angle, I can also show you a $30–100/month solo SEO stack for tracking AI visibility across 5–10 clients, including which tool I'd actually choose and how I'd turn the data into a monthly client report.

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual prompts real users typed into ChatGPT/Claude/Perplexity that caused your client’s content to be cited, no tool can reliably give you that today. The AI platforms generally don't expose users’ query logs to marketers. Otterly explicitly notes that there is currently no equivalent of Google Search Console for AI-search queries. Otterly AI Otterly AI

What you can get is surprisingly close:

The tools I'd look at as a solo SEO

• peec.ai — probably the most interesting for what you're describing. You create/track a prompt set, see whether your brand/content appears, which URLs are cited, and — unusually — its Query Fanouts feature shows the related/background searches an AI engine generates while answering a tracked prompt. Peec AI Peec AI
• otterly.ai — good lower-cost option for a freelancer. It tracks prompts across AI engines, citations, competitors, and has a prompt-research feature for generating likely customer prompts. It also has a query-fanout tool. Otterly AI Otterly
• tryprofound.com — much more enterprise-oriented, but very strong if you want deeper AI visibility/citation intelligence. Current comparisons put its entry point around $99/month when billed annually. Marqeable

The key thing to understand

There are really three different questions:

That last one is particularly interesting. Peec, for example, says its Query Fanouts can expose the background searches generated while an AI is answering a tracked prompt, including related questions and comparative queries. Peec AI

So instead of:

“What did the actual user ask?”

you can get something closer to:

“If someone asks an AI this question, what does the AI search for, which sources does it use, and why does my client's page or a competitor's page get cited?”

For a solo SEO freelancer, that's arguably more actionable anyway.

If I were building this into a freelance SEO service

I'd probably start with Otterly or Peec, rather than spending enterprise money on Profound.

Your workflow could be:

Client → 50–100 high-value buyer prompts → track monthly → identify citations → identify competitor citations → find content gaps → optimize/create content → rerun prompts.

That gives you a very sellable service:

“AI Search Visibility Audit”
Which questions are your prospects asking AI, which competitors are being recommended, which sources are influencing those answers, and what content do we need to create to get cited?

That's much more defensible than simply selling “GEO optimization.”

If you tell me roughly how many clients you manage and your monthly tool budget (e.g. <$50, $100, $200), I can narrow this down to the best tool/stack for a solo freelancer and tell you which ones I'd actually pay for.

Yes — but there’s an important distinction.

If by “exact prompts that lead to our content being used by AI” you mean:

“Show me the actual questions people are asking ChatGPT/Perplexity/Gemini that result in my site being cited.”

Then yes, this is now a real category of SEO/GEO tools, although no tool can give you a perfect log of every private prompt a user has ever typed.

The tools I’d look at

• tryprofound.com — probably the closest match to what you're describing. It has a dataset of 1.3B+ real user AI conversations, lets you identify/validate prompts, and then tracks those prompts against AI answers and citations. It can show which prompts are producing citations to your content. Profound Profound
• otterly.ai — particularly interesting for a solo SEO freelancer because it tracks prompts across ChatGPT, Perplexity, Gemini, Google AI Overviews/AI Mode, Copilot, etc. Its prompt-detail view shows the full AI response and the URLs cited, and its citation analysis can work backwards from a URL to the prompts where that URL appeared. Otterly Otterly AI Otterly
• peec.ai — another good fit. It identifies prompts relevant to your brand/category, tracks them across AI engines, and reports both brand mentions and source citations. It specifically distinguishes between your content being used as a source and your URL being explicitly cited. Peec AI Peec AI

The really interesting part for an SEO freelancer

I'd think of this less as “AI rank tracking” and more as:

Prompt → AI answer → cited sources → your page

For example, suppose you're doing SEO for a SaaS client.

You might discover something like:

Prompt: “What are the best project management tools for a 10-person remote agency?”

ChatGPT answers with five products and cites your client's comparison article.

You can then see:

• the prompt
• the AI engine
• the complete answer
• whether the client was mentioned
• which exact URL from the client's site was cited
• competing URLs that were cited instead
• how frequently that prompt produces the citation
• how that changes over time

Otterly, for example, explicitly lets you drill from a cited URL into the prompts where that URL was cited, then into the complete AI response. Otterly

One caveat

There isn't really a Google Search Console for ChatGPT where OpenAI hands you a definitive list of every real user prompt that resulted in your page being used.

These platforms are doing a combination of:

1. collecting/inferring high-value prompts,
2. running those prompts repeatedly,
3. observing the resulting AI answers,
4. recording citations and mentions, and
5. using datasets of real AI-search queries where available.

So I'd call the output “the prompts we can identify that generate AI visibility/citations”, rather than literally every prompt users have typed.

For a solo SEO freelancer, I'd probably start by testing OtterlyAI vs. Profound. Profound looks particularly powerful if the real-user prompt dataset is the thing you're after; Otterly looks attractive if you want a relatively straightforward client-facing AI visibility/citation reporting workflow. Profound Otterly

If you tell me roughly how many clients you manage (e.g. 5, 20, 50) and your monthly budget, I can narrow this down to the best 2–3 options for a solo freelancer.

Yes — there are now tools getting surprisingly close to what you’re describing, and for a solo SEO freelancer I’d look at them as an emerging equivalent of Ahrefs/SEMrush for AI search.

The important distinction is:

“Which prompts cause AI to use/cite my content?”
vs.
“Which prompts mention my brand?”

You want the first one.

My top picks

1. Profound — probably the closest match

Profound

Profound has a Prompt Volumes dataset built from real prompts submitted to AI answer engines. More importantly for your question, it says you can enter a specific URL and see the prompts that cause AI engines to cite that page, including the platform and prompt volume. www.tryprofound.comhelp.tryprofound.com

That's much closer to:

“These 47 AI prompts are associated with this client's article being cited.”

rather than merely:

“Your brand appeared in 12% of our test prompts.”

That's potentially very useful for SEO consulting.

2. Peec AI — particularly interesting for a solo consultant

Peec AI

Peec tracks prompts across ChatGPT, Gemini, Perplexity, Google AI Overviews/AI Mode, etc. It also distinguishes between sources AI accessed and citations explicitly shown in the answer. peec.ai

It has another feature I'd pay attention to: Query Fanouts. These show the related/background searches an AI system performs while answering a prompt. peec.ai

So you can get something like:

User prompt:

“What are the best accounting software options for freelancers?”

↓ AI expands it into related searches

Fanouts:

• best accounting software for solo freelancers
• freelancer tax tracking software
• QuickBooks alternatives for freelancers
• affordable accounting software
• etc.

↓

Sources used:

• Client URL #1
• Competitor URL #2
• Reddit thread
• Industry publication

That's really interesting from an SEO strategy standpoint, because it exposes the search process underneath the final AI answer.

3. OtterlyAI — probably the most approachable starting point

OtterlyAI

Otterly lets you track the exact prompts you're monitoring and see brand mentions, domain citations, competitors and the actual AI responses. help.otterly.ai

It also has a Query Fan-Out feature that takes a prompt and shows the related queries an AI search engine may generate from it. help.otterly.ai

For a freelancer, I'd consider this one if you want something you can actually turn into a repeatable client reporting workflow without building a giant enterprise setup.

But there's an important catch

None of these can literally tell you:

“A real human typed this exact prompt into ChatGPT at 2:17 PM, and ChatGPT subsequently used your article.”

That's generally not observable from outside the AI platform.

What the better tools can do is combine several increasingly valuable signals:

Real AI prompts
→ AI responses
→ your URLs used/cited
→ which prompts produce those citations
→ competitor URLs appearing instead
→ AI's underlying/fan-out queries

Profound is particularly interesting because its Prompt Volumes product claims to contain real user AI conversations, rather than simply generating synthetic prompts for you. www.tryprofound.comhelp.tryprofound.com

If I were a solo SEO freelancer

I'd probably test Profound vs. OtterlyAI first.

And there's a potentially very good productized SEO service hiding in this:

“AI Citation Audit” — identify the prompts your client's target audience is asking, determine which pages AI cites for those prompts, compare the client's citations against competitors, and give them a prioritized content/authority plan.

That's considerably more actionable than simply selling “GEO monitoring.”

If you tell me roughly what you charge per SEO client and how many clients you manage, I can also tell you which of these makes the most economic sense for a solo freelancer.

Yes — and there’s an important distinction between “which prompts make my content get cited?” and “which prompts are people actually typing into AI?”

For a solo SEO freelancer, the tool that most closely matches what you’re describing right now is Profound.

The closest match: Profound

Profound has a feature called Prompt Volumes that uses a dataset of real user conversations from ChatGPT, Gemini, Claude and Perplexity. More importantly for your question, it says you can:

search a specific URL and see the prompts associated with that page being cited.

So, for example, if your client's page is:

client.com/best-project-management-software

you can potentially see prompts along the lines of:

• “What is the best project management software for a 10-person agency?”
• “What tools are good for managing remote marketing teams?”
• “Monday vs Asana for a small business?”
• etc.

Profound explicitly describes these as sample real-user prompts that caused an AI answer engine to cite a specific page. www.tryprofound.comhelp.tryprofound.com

That's substantially more useful than simply asking ChatGPT 50 synthetic questions yourself.

There are actually 3 different datasets you might want

Profound also lets you run your own controlled prompts daily and captures the resulting AI answers, citations, visibility and rankings. www.tryprofound.com

See Profound's Prompt Volumes overview

One caveat

I wouldn't interpret this as “here are the exact prompts that caused ChatGPT to cite this page every single time.”

AI search isn't deterministic. The same prompt can produce different answers, and the underlying models don't expose their complete internal query/citation logic. Profound itself distinguishes between its real-user prompt dataset and the prompts it runs for monitoring. www.tryprofound.com

So I'd think of the output as:

“Here are the real prompts associated with AI citations of this URL, plus evidence of how often/where the page is appearing.”

That's extremely valuable for SEO.

For a solo freelancer, I'd be especially interested in this workflow

1. Put client's domain into an AI visibility tool.
2. Identify their important URLs.
3. Find the real prompts associated with citations to those URLs.
4. Find high-volume prompts where competitors are cited but your client isn't.
5. Turn those prompts into content briefs / on-page optimization opportunities.
6. Track the same prompts over time.

That gets you much closer to GEO/AEO keyword research based on actual AI behavior, rather than the current common approach of inventing 100 prompts and seeing whether ChatGPT mentions your client.

And this is becoming a meaningful distinction: traditional SEO keyword data doesn't necessarily tell you how people phrase questions to AI, which can be considerably longer and more conversational. www.tryprofound.comhelp.tryprofound.com

If you're looking specifically for a tool that's affordable enough for a solo freelancer rather than an enterprise SEO department, I can compare Profound vs Peec AI vs Otterly vs Scrunch and tell you which one I'd actually buy.

Yes — this is now a real category of SEO/GEO tools, and one tool in particular is very close to what you're describing.

The closest fit: tryprofound.com

Profound has a feature called Prompt Volumes that goes beyond generating hypothetical prompts. It uses data from real user conversations with AI platforms to identify what people are actually asking.

More importantly for your question, Profound says you can:

• See the specific prompts that caused AI engines to cite a particular URL on your site.
• See which prompts are causing competitors' pages to be cited.
• See prompt volume and intent.
• Track those prompts across ChatGPT, Gemini, Claude, Perplexity and other answer engines.
• Monitor whether your site gets cited for those prompts over time. Profound Profound Knowledge Base

So, for example, instead of traditional SEO data like:

best CRM for small business — 2,400 Google searches/month

you can potentially get something closer to:

"What's the best CRM for a 10-person B2B company that needs..."
→ AI cites yourdomain.com/guide
→ competitor X also cited
→ ChatGPT / Perplexity
→ estimated prompt volume

That's much closer to the "what did someone actually ask the AI that resulted in my content being used?" question.

Profound explicitly says its system can search a URL and show the prompts that caused AI engines to cite that page. Profound

Another one worth looking at: scrunch.com

scrunch.com is more focused on ongoing AI-search monitoring. It tracks prompts, AI responses, citations, competitors and content gaps. It also lets you define prompts yourself or generate them, then monitor how your site performs across AI platforms. Scrunch Scrunch

Its Content Gaps functionality is particularly interesting for a freelancer: it identifies questions people are asking AI where your site isn't adequately represented and competitors are getting the citation instead. Scrunch Help Center

One important distinction

There are actually three different things people mean when they say "show me the prompts":

1. Real prompts people have asked AI

→ Profound's Prompt Volumes is particularly interesting here.

2. Prompts that cause your URL to be cited

→ Profound specifically claims to expose these.

3. A generated test set of prompts, then checking whether you're cited

→ Profound, Scrunch and several other GEO/AEO tools do this.

The third category is not the same thing as knowing what real users asked. That's an important distinction if you're selling this as an SEO service.

And there's still a fundamental limitation: you generally cannot see the private prompt that an individual ChatGPT user typed just because the user's conversation resulted in your page being cited. These tools are working from aggregated/anonymized datasets and/or their own repeated prompt testing. Profound says its real-user dataset is anonymized and aggregated. Profound

For a solo SEO freelancer

I'd actually look at this as a new service opportunity, rather than just another SEO tool.

Your workflow could become:

Google Search Console + Ahrefs/Semrush
→ identify existing organic winners
→ AI prompt/citation data
→ identify the questions where those pages are being used by AI
→ identify questions where competitors are being cited instead
→ optimize/create content specifically around those AI information needs
→ track AI visibility monthly.

That's potentially much more compelling to a client than simply saying "we're doing GEO now."

If you tell me roughly how many clients you manage and what you can afford per month (e.g. $50, $200, $500), I can compare the current AI-visibility tools specifically for a solo freelancer and tell you which one I'd buy.

Yes — but there’s an important distinction between “the prompts that cause AI to cite/use my content” and “the exact prompts real people are typing into AI.”

For a solo SEO freelancer, the tools I’d look at are:

1. Profound — probably the closest match

Profound specifically has Prompt Volumes, which uses data from real AI conversations to show what people are actually asking ChatGPT, Gemini, Claude and Perplexity. www.tryprofound.com

The particularly interesting feature for your use case is that Profound says you can:

search a specific URL and see the prompts that cause AI engines to cite that page

It also distinguishes between real-user prompts and prompts that you manually track. www.tryprofound.com

So you could theoretically get something like:

Your client's page: /best-running-shoes/

AI prompts associated with citations:

• “What are the best running shoes for beginners?”
• “Best running shoes for flat feet?”
• “Which running shoes are good for marathon training?”
• etc.

That's much closer to what you're describing than traditional AEO rank tracking.

2. Peec AI — better if you want a simpler freelancer workflow

Peec AI lets you build a prompt library and track how brands appear across AI engines. It specifically reports which prompts generate mentions and which sources get cited. peec.ai

Its documentation also makes an important distinction: it's not trying to trace individual LLM API calls; it's an AI-search visibility platform for marketers. peec.ai

The catch

Nobody can really give you the exact private prompt that caused an individual ChatGPT user to discover/cite your page. Those conversations aren't exposed to third-party SEO tools.

What you can get is increasingly good aggregate data:

real user prompts → AI answer → cited sources → your URL

That's actually more useful for SEO than knowing that one person asked a particular question.

And this is becoming a serious SEO data category: Profound says its dataset contains 1.3B+ real user AI conversations, while its tracking product lets you connect prompts to citations and visibility. www.tryprofound.com

For a solo freelancer, I'd approach it this way

If your goal is to sell “AI visibility / GEO” as an add-on to SEO clients, I'd test Profound first and Peec second.

The killer report isn't simply:

“Your brand appeared in ChatGPT 18% of the time.”

It's:

“Here are the AI prompts your customers are actually asking. Here's where your site gets cited. Here are the prompts where competitors get cited instead. And here's the content/outreach opportunity.”

That's a much more compelling deliverable to a client.

If you tell me roughly how many clients you manage and what you're willing to spend/month, I can also compare the current freelancer/agency pricing and tell you which one makes the most economic sense.

Yes — but there’s an important distinction.

If by “exact prompts” you mean “show me the actual questions people are asking AI that cause my client’s URL/content to get cited”, there are now tools that get surprisingly close.

Best fit for a solo SEO freelancer

tryprofound.com is probably the closest match to what you're describing.

Its Brand Relevant Prompts feature can show the specific prompts associated with AI engines citing a particular domain/page, including which URLs were cited. Its Prompt Volumes product is based on millions/billions of real AI conversations rather than just generating hypothetical prompts. Profound Profound

For example, conceptually, you could discover something like:

“What are the best accounting software options for small businesses?”
→ AI cites client.com/best-accounting-software

rather than merely being told:

“Your content ranks well for accounting software.”

That's a much more useful GEO/AEO signal for an SEO freelancer.

Another one I'd look at: Peec AI

peec.ai is arguably more approachable if you're primarily interested in monitoring clients rather than enterprise-level research.

It lets you track prompts, see which prompts generate mentions, compare competitors, and identify the sources AI models cite. Peec AI Peec AI

One particularly interesting capability is drilling into conversations and asking things like which chats mentioned a brand. Peec.ai Docs

The catch: “exact prompts” isn't quite the same as Google Search Console

This is the important caveat.

There isn't generally a Google Search Console equivalent that says:

“Here are every actual ChatGPT/Claude/Gemini prompt a user typed, and here's the exact page of yours that was used in the answer.”

AI platforms don't expose that complete query-level dataset publicly.

So tools fall into roughly three categories:

Profound says its dataset contains 1.5B+ real user conversations, and its Brand Relevant Prompts specifically surfaces conversations in which answer engines chose to cite your or competitors' websites. Profound Profound

If I were a solo freelancer

I'd actually make “AI citation research” a client deliverable, rather than treating this as another rank-tracking metric.

For each client, I'd want to produce:

Page → prompts → AI engines → citation frequency → competitors cited → content gap

So instead of telling a client:

“Your AI visibility is 18%.”

you can tell them:

“We found 37 AI prompts where your competitors are being cited and you're not. 11 of those prompts are directly relevant to your existing content. Here's the page we need to improve.”

That's much closer to something a client will pay an SEO freelancer for.

Profound would be my first tool to investigate, specifically because its current product appears to address your exact question rather than merely simulating prompts. Profound

If you want, I can also compare Profound vs Peec vs Otterly vs Semrush's AI visibility tooling specifically for a solo freelancer — including approximate pricing, number of clients you can manage, and which one gives you the most useful actual prompt/citation data.

Yes — but there’s an important distinction.

If by “exact prompts that lead to our content being used by AI models” you mean “What questions are people asking ChatGPT/Perplexity/etc. that result in my site being cited?”, there are now tools that get fairly close.

The category is usually called AI search visibility / GEO / AEO tracking.

Best fit for a solo SEO freelancer

otterly.ai is probably the first one I'd test.

It lets you:

• Track the exact prompts you're monitoring.
• Discover relevant prompts through its AI Prompt Research feature.
• Run those prompts across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini and Copilot.
• See whether your brand/site appears.
• See which URLs are cited.
• Compare your visibility against competitors.
• Track the results over time. Otterly Otterly AI Otterly AI

Otterly currently advertises pricing starting around $29/month, which makes it much more interesting for a solo consultant than enterprise-oriented platforms. Otterly

But here's the catch

No tool can literally tell you “these are the exact prompts real humans typed into ChatGPT that caused your URL to be cited.”

That's because ChatGPT, Gemini, etc. don't give SEO tools a Google-Search-Console-like query report containing users' actual prompts.

Instead, these platforms construct/collect a library of commercially relevant prompts and repeatedly test them. For example:

“What are the best accounting software options for small businesses?”

Then they record:

ChatGPT → mentions X, Y, Z → cites example.com/page
Perplexity → mentions X, Y → cites competitor.com/page

So you're getting prompt-level visibility intelligence, rather than a literal log of real users' private queries.

Otterly itself explicitly acknowledges this limitation: unlike traditional SEO keyword research, you can't see the exact prompts users are entering into AI systems. Otterly

Other tools worth looking at

• indexly.ai — particularly interesting if your priority is prompt-level tracking. It shows the exact tracked prompt, engine response, ranking/mention, and the sources cited for that prompt. Indexly
• Profound — much more enterprise-oriented, with deeper prompt/citation intelligence, but probably overkill for a solo freelancer.
• Peec AI — another established option for AI visibility, competitor and prompt monitoring.
• GetIntel — interesting because they publicly expose their own tracked buyer prompts and citation results, which gives you a good idea of what this type of tooling actually measures. GetIntel

What I'd do in your shoes

For a solo SEO freelancer, I'd actually frame the service around “AI visibility audits” rather than trying to prove that a particular real user searched a particular prompt.

For each client, build something like:

Then you can tell a client something much more actionable than “your AI visibility score is 37.”

You can say:

“We tested 150 commercially relevant AI prompts. Your site is cited on 23%. Competitors are appearing on 41%. Here are the 18 prompts where competitors consistently beat you, the sources AI is using instead, and the content gaps we can address.”

That's potentially a very sellable freelance SEO product.

One other important nuance: AI visibility tools are generally measuring AI search systems that retrieve web sources, not necessarily whether a foundation model has “learned” your content from its training data. That distinction matters a lot when explaining the service to clients. Otterly arbling.com

If you tell me what kind of clients you typically do SEO for (local businesses, SaaS, ecommerce, B2B, etc.), I can tell you which of these tools I'd pick and how I'd turn it into a monthly client deliverable.

Yes — there are now tools getting surprisingly close to exactly this, although there’s an important distinction between the exact user prompt and a representative/sample prompt.

Best fit: Profound

tryprofound.com is probably the closest match to what you're describing.

Its Prompt Volumes / Brand Relevant Prompts features can show:

• The prompts people are using in AI engines such as ChatGPT, Gemini, Claude and Perplexity.
• Which prompts led to your specific URLs being cited.
• Which prompts led to competitors' URLs being cited.
• Prompt volume and intent.
• The specific pages cited for a prompt. Profound Profound Knowledge Base

Their documentation explicitly says you can search a URL and see the full set/sample of prompts that cause AI engines to cite that page. Profound

That's very different from conventional AI-rank trackers that basically say:

"We tested 500 prompts and you appeared in 37 of them."

Profound is getting toward:

"Here are the types of questions people actually asked that resulted in AI citing /your-page."

It also has query-fanout data, which is particularly interesting for an SEO freelancer. That shows the underlying searches an AI engine performs while constructing an answer to a prompt. Peec Profound

Peec AI is another strong option

peec.ai is worth looking at too.

It tracks prompts, AI visibility and citations, and its newer Query Fanouts feature shows the background/related searches that models perform while answering a tracked prompt. Peec

So you can potentially get two layers:

User prompt

"What's the best CRM for a 10-person SaaS company?"

↓

AI's retrieval/fanout queries

"best CRM small SaaS"
"CRM for startups"
"HubSpot alternatives"
"CRM pricing for small teams"

↓

Sources the model actually used

Competitor A
Your client's article
G2
Reddit
etc.

That's arguably more useful for SEO than knowing the original prompt alone, because those fanout queries tell you what information the model needed in order to construct the answer.

One caveat: "exact prompts"

I'd be careful with the word exact.

For privacy and data-access reasons, these platforms generally aren't giving you a magical feed of every raw ChatGPT conversation. Profound describes its prompt data as real-user prompt data, but its documentation also refers to relevant prompts as samples/reformatted prompts. Profound Knowledge Base Profound University

So I'd think about the tools like this:

For a solo SEO freelancer, I'd investigate Profound first. Its prompt-level citation data is unusually aligned with the question you're asking. Profound Profound University

If you're thinking about this from a "what tool could I use across 10–20 freelance SEO clients without paying enterprise-tool prices?" angle, that's a different question — and I can compare the current solo/freelancer-friendly options and pricing.

Short answer: yes, but no tool can reveal the “exact hidden prompts” that caused a model to use your content. What exists today are AI visibility / LLM citation tracking tools that let you:

1. define the prompts your customers might ask,
2. run those prompts across AI engines,
3. see whether your site is cited,
4. see the exact pages/sources the model used,
5. identify prompts where competitors win instead. www.tryprofound.comdocs.surferseo.com

For a solo SEO freelancer, these are the ones I’d look at:

The important distinction:

• What you can know:

“When someone asks best CRM for small businesses, ChatGPT cites my article / competitor X’s article.”
“This prompt leads to my content being used.”

• What you usually cannot know:

“The exact private user prompt from a random ChatGPT user that caused the model to retrieve my page.”

AI models generally do not expose their users’ private queries or their internal retrieval logs. These tools approximate the opportunity by testing commercially relevant prompts and monitoring citations. www.tryprofound.com

For a solo SEO freelancer, I’d probably avoid enterprise pricing and build a workflow like:

1. Pick 50–200 buyer-intent prompts per client:
   • “best X software for…”
   • “X vs Y”
   • “how to solve [problem]”
   • “alternatives to [competitor]”
2. Track them weekly.
3. Record:
   • cited URL,
   • cited brand,
   • competitor appearing instead,
   • content gap.
4. Update pages specifically to become better citation sources.

One caveat: AI visibility is still an emerging SEO discipline. A tool showing that a model cited your page does not necessarily mean it drove a click or revenue, so I’d pair it with traditional SEO metrics (rankings, conversions, assisted conversions, branded search). ranklogs.com

If you’re a solo freelancer managing multiple clients, I’d prioritize tools by client reporting value + cost, not raw tracking depth.

Yes — but there’s an important distinction.

No tool can currently tell you the literal, private prompts that individual ChatGPT users typed that caused a model to use your content. AI search engines generally don't expose that query-level user data. help.otterly.ai

What you can get now is surprisingly close: tools that maintain a database of real/representative AI-search prompts, run those prompts against AI engines, and show which prompts produce citations to your client's content.

Best options for a solo SEO freelancer

1. Profound — closest to what you're describing

Profound claims a dataset of 1.3B+ real user AI conversations for researching prompt volume. More importantly, it can show the specific prompts that cause a particular URL to be cited, broken down by platform and volume. www.tryprofound.com

So you could theoretically take:

client.com/blog/best-project-management-tools

and discover something like:

• "What are the best project management tools for small agencies?"
• "What's a good alternative to Asana for a 10-person company?"
• "Which project management software has the best client collaboration features?"

…and see which of those prompts result in that URL being cited.

That's probably the closest match to your question.

2. OtterlyAI — probably more accessible for a freelancer

Otterly lets you generate AI-search prompts from keywords, URLs, brands and industries, then monitors those prompts across ChatGPT, Perplexity, Gemini, Google AI Overviews/AI Mode, Copilot, etc. otterly.ai

The useful bit for your use case is that you can drill down from:

Prompt → AI answer → cited URL

It explicitly shows which prompts produced citations and the actual AI response behind them. help.otterly.ai

It also has an API now, which could be interesting if you're building your own lightweight reporting system for clients. otterly.ai

The catch

I'd be careful with the wording "exact prompts that lead to our content being used by AI models."

There are really three levels:

So for an SEO freelancer, I'd frame the service as "AI citation/query intelligence", rather than claiming you're seeing users' actual ChatGPT searches.

If I were doing this as a solo SEO

I'd lean Profound if your primary goal is discovering the prompts behind citations, and OtterlyAI if you want a relatively straightforward SEO-client reporting/monitoring workflow.

There's also an interesting workflow here that could make this much more valuable than simply saying "your brand appears in ChatGPT":

URL → prompts that cite it → competing URLs cited for the same prompts → what those pages contain that yours doesn't → content recommendations.

That's essentially the AI-search equivalent of going from Google ranking → keyword → SERP → competitor gap, which is much more actionable for SEO clients. www.tryprofound.com

If you tell me roughly how many clients you manage and your monthly tool budget (e.g. <$100, $100–300, $300+), I can compare the current tools specifically for a solo freelancer and tell you which I'd pick.

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual wording users typed into ChatGPT/Perplexity/Gemini that resulted in your site being cited, no tool can currently give you a complete, authoritative feed of that data. The AI platforms generally don't expose every user's private prompt.

What you can get is surprisingly close: tools that identify real or inferred prompts, run those prompts against AI engines, and show you which prompts produced your content as a citation.

The tools I'd look at as a solo SEO freelancer

1. OtterlyAI — probably my first choice for you

Otterly lets you:

• discover relevant AI prompts from a keyword, brand, or URL
• monitor specific prompts across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, and Copilot
• see the exact prompt
• see the full AI response
• see which URL from your site was cited
• see which prompts cited a particular URL
• compare your visibility against competitors

Their current prompt-level reporting explicitly shows the prompt, response, citations, mentions, and competitors. help.otterly.ai

Even better for a freelancer, Otterly supports multiple workspaces/clients and CSV exports. otterly.ai

Try OtterlyAI

2. Profound — more powerful, but probably overkill initially

Profound is particularly interesting because it has a huge dataset of real AI conversations. Its current Prompt Research product says it uses 1.5B+ real user prompts to identify what people are actually asking AI. www.tryprofound.com

It can then track those prompts and show:

prompt → AI answer → your visibility → cited URL → competitors

It also lets you upload your own prompts and track them daily. www.tryprofound.com

For an enterprise SEO team, I'd seriously consider it. For a solo freelancer, I'd start with Otterly unless you have clients willing to pay for a more expensive AEO/GEO platform.

3. Scrunch — another good option

Scrunch has prompt-level monitoring where you can inspect actual AI responses and citation sources. It can also generate prompts from your brand/topics or turn an existing SEO keyword list into prompts. scrunch.com

But here's the really interesting SEO opportunity

I wouldn't frame the service as:

“I can tell you what prompts people used.”

I'd frame it as:

“I can show you which AI questions are producing your competitors as answers, which of your pages get cited, and what content gaps are preventing you from being the source.”

That's much more actionable.

For example, imagine you're doing SEO for a B2B SaaS client.

You discover:

Now you have something that traditional keyword tools don't give you:

AI prompt → answer → cited sources → competitor → content opportunity

And Otterly's latest citation tooling actually lets you work backwards from a URL to see the prompts in which that URL was cited, including which AI engine produced the citation. otterly.ai

One caveat I'd emphasize

Don't confuse “prompts a tool tracks” with “the exact prompts that caused real users to visit/cite your site.”

Those are different datasets.

The former is measurable today. The latter is largely opaque because ChatGPT/Claude/Gemini don't give marketers a Google-Search-Console-style query report for all user conversations.

For a solo freelancer, though, I'd absolutely start building an AI-search reporting workflow around Otterly. You could potentially turn it into a pretty compelling monthly deliverable: “Here are the 50 AI questions your market is asking, where your client appears, which URLs are being cited, and the 10 highest-value gaps to fix next.”

If you tell me roughly how many clients you manage and what you currently pay for SEO tools (Ahrefs/Semrush/etc.), I can suggest a lean <$100/month stack for an AI-search/AEO service rather than buying an enterprise platform.

Yes — but there’s an important distinction.

If by “exact prompts that lead to our content being used by AI models” you mean “Which real-world questions are causing ChatGPT/Perplexity/etc. to cite or mention my client’s pages?”, there are now tools getting surprisingly close.

The strongest options

1. Profound — probably the closest match to what you're describing

Profound tracks prompts against AI answer engines and, importantly, has Prompt Volumes data based on real AI conversations. It can show which prompts are associated with citations to a particular URL. www.tryprofound.com

So you could theoretically ask:

“Which prompts are causing /best-crm-software/ to be cited?”

and get the actual prompt/query set, rather than merely a list of keywords.

The catch: Profound is primarily enterprise-oriented, so I'd investigate pricing before building your freelance workflow around it.

2. OtterlyAI — probably more interesting for a solo freelancer

OtterlyAI lets you create/derive prompt sets from keywords, URLs, brands, and industries, then monitors those prompts across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot, etc. help.otterly.ai

It gives you the exact prompt you're monitoring, whether the brand appeared, and whether the domain was cited. help.otterly.ai

But there's a crucial limitation:

Otterly cannot tell you the actual private prompts that real ChatGPT users typed.

Neither ChatGPT nor Perplexity exposes that query-level user data publicly. Otterly explicitly says there isn't currently a Google-Search-Console-equivalent for AI search. help.otterly.ai

So it's essentially “these are the prompts we know/estimate matter, and here's what AI did when we ran them.”

3. Peec AI — particularly interesting for the “why did the AI find this?” question

Peec AI tracks prompts, citations, visibility and competitors. www.tryprofound.compeec.aipeec.ai

What's especially interesting for your question is its Query Fanouts feature. It can expose the background searches/related queries that certain AI systems perform while answering a tracked prompt. Peec describes these as Search, Shopping, or Synthetic fanouts and currently supports them for ChatGPT, Perplexity and Copilot. peec.ai

That's potentially very useful for SEO because you get something closer to:

User prompt → AI's underlying searches → sources retrieved → page cited

rather than just:

User prompt → AI mentions you

The big caveat

There are actually three different things people mean by “AI prompts,” and the distinction matters a lot for your freelance SEO offering:

Profound is particularly notable here because it says its dataset contains 1.3B+ real-user AI conversations, and its URL-level analysis can identify the prompts associated with AI citations to a particular page. www.tryprofound.com

For a solo SEO freelancer, I'd approach this differently

I wouldn't necessarily buy the most expensive “AI visibility” platform and call it done.

I'd build a workflow around three datasets:

Google Search Console
→ What humans are searching for and what already drives the client's organic visibility.

AI prompt/citation data
→ What conversational questions are being asked and whether the client's pages are being cited.

AI fanout/source data
→ Why the AI is retrieving certain pages and what third-party sources are influencing the answer.

That lets you sell something much more compelling than generic “GEO optimization.”

For example, your report to a client could say:

42 AI prompts are relevant to your product category. Your site is cited for 11. Competitors are cited for 27. Here are the 16 prompts where you're losing visibility, the pages AI currently cites instead, and the content changes most likely to close those gaps.

That's a much more tangible SEO deliverable.

If you tell me roughly how many clients you manage (e.g. 5, 10, 20+) and your monthly tool budget ($50 / $200 / $500+), I can compare Profound vs. Peec vs. Otterly specifically for a solo freelancer and tell you which I'd pick.

Yes — but there’s an important distinction.

If by “exact prompts that lead to our content being used by AI models” you mean:

“Which real questions are people asking ChatGPT/Claude/Perplexity/etc. where the model then cites or uses my client’s page?”

then yes, this is now becoming a real category of SEO/AEO tooling, and one product stands out for exactly that use case.

My top pick: Profound

Profound has a feature called Prompt Volumes / Relevant Prompts that goes beyond simply letting you invent prompts and track them.

Its dataset contains 1.5B+ real user AI conversations, and it can surface examples of real prompts that caused an AI answer engine to cite a particular page on your domain (or a competitor's domain). www.tryprofound.comhelp.tryprofound.com

That's much closer to what you're asking for than the typical "AI rank tracker."

For example, rather than:

You should track the prompt “best CRM for small businesses”

you could potentially get something closer to:

Prompt: “I'm a 12-person consulting firm looking for a CRM that's easy to implement. What would you recommend?”
AI: ChatGPT
Cited URL: /best-crm-for-consulting-firms/

And then see the competing pages that were cited in the same answer.

Profound explicitly describes its Brand Relevant Prompts feature as showing conversations where answer engines chose to cite your or competitors' websites, including the pages cited. product.tryprofound.com

The catch

Nobody can give you a perfect, universal log of every prompt that has ever caused an AI model to use your content.

The models don't expose that information to website owners. What these platforms do is use their own datasets, sampling, monitoring, and/or controlled prompt execution to approximate the relationship between:

prompt → AI response → citation → URL/brand

So I'd think of the products like this:

Scrunch, for example, tracks brand presence, citations, AI referrals and the prompts producing those results. scrunch.com Peec focuses more on setting up important prompts, monitoring visibility/position/sentiment, and identifying the prompts that matter. peec.ai

For a solo SEO freelancer, I'd approach it differently

I wouldn't necessarily buy an expensive enterprise AEO platform immediately.

Your killer workflow as a freelancer could be:

1. Find the real AI prompts → 2. Identify which pages get cited → 3. Identify why competitors get cited → 4. Improve/create content → 5. Monitor those prompts

That's potentially a very sellable service:

“AI Search Visibility Audit”
50–200 real buyer prompts → which prompts surface your client → which pages get cited → which competitors get cited instead → content recommendations.

And there's an especially interesting opportunity here: Profound's data can tell you what people are actually asking, rather than forcing you to convert traditional Google keywords into made-up AI prompts. www.tryprofound.comhelp.tryprofound.com

If you're considering this as a solo freelancer service, I can also compare Profound vs Scrunch vs Peec vs a DIY/cheap stack, including approximate pricing, client-reporting capabilities, and which one I'd actually buy with a freelancer's budget.

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual user questions that caused ChatGPT/Claude/Gemini to surface your client's content, there still isn’t a reliable analytics equivalent of Google Search Console that gives you that data. AI platforms generally don't expose the user's private prompts to site owners.

But there are now tools that get surprisingly close by tracking large prompt datasets and/or reverse-engineering the searches AI systems perform.

The tools I'd look at as a solo SEO freelancer

1. Semrush — probably the strongest all-around option

Semrush now has Prompt Research, which says it has 289M+ AI prompts and lets you filter by topic, platform, and region. You can see actual prompts, the brands appearing for them, and the sources being cited. www.semrush.comwww.semrush.com

It also has Prompt Tracking, where you can track specific prompts and see the URLs AI cites for each one. www.semrush.com

Semrush Prompt Research

2. QueryTrace — interesting if you're specifically trying to see the searches AI makes

This is quite different. It's a Chrome extension that claims to show the actual web search queries ChatGPT and Claude generate behind the scenes when they browse. For example, you ask ChatGPT a question and QueryTrace can expose the searches ChatGPT subsequently runs. www.querytrace.app

That's potentially very useful for an SEO freelancer because you're seeing the retrieval layer, rather than merely guessing at the user's original prompt.

QueryTrace

3. Encited — probably closest to the workflow you're describing

Encited explicitly shows the queries behind AI answers, along with the sources cited and the “fan-out” queries the model uses. It also tracks AI crawler activity on individual URLs. encited.comfoglift.io

Encited

The distinction I'd make

Think of AI search as:

User prompt
↓
AI's internal/fan-out searches
↓
Pages it retrieves
↓
Pages it cites
↓
Brand/content mentioned in answer

Most GEO tools measure the last 2–3 layers.

Tools like QueryTrace are interesting because they expose part of the middle layer.

Semrush is approaching the first layer at scale through its massive prompt database, but that doesn't mean it is giving you the private, actual prompts that happened to produce your specific client's citation. www.semrush.comwww.semrush.com

For a solo freelancer, I'd probably do this

If you're looking for something you can turn into a repeatable client service, I'd test:

Semrush + QueryTrace/Encited

Use Semrush to answer:

“What AI prompts are people asking in this client's category, and which prompts are competitors winning?”

Then use QueryTrace/Encited to answer:

“When AI actually goes looking for an answer, what searches does it perform, and which pages does it ultimately use?”

That gives you a much more actionable deliverable than a generic “AI visibility score.”

And there's a potentially valuable freelance product hiding in this: an “AI citation audit” that maps a client's pages → AI prompts → retrieval queries → competing sources → citations.

If that's what you're considering, I can also compare Semrush, Profound, Otterly, Peec, Scrunch, Encited, and the newer tools specifically on price + whether they're viable for a one-person SEO consultancy. encited.comfoglift.io

Yes, but with an important caveat: no tool can reveal the private, actual user prompts that caused ChatGPT/Gemini/Claude to use your content. Those prompts are not exposed by the AI providers. What exists today are AI visibility / GEO (generative engine optimization) tools that let you track a set of prompts you care about, run them against AI engines, and see whether your content gets cited or mentioned. slatehq.comdocs.surferseo.com

For a solo SEO freelancer, these are the closest options:

For a solo freelancer, I’d probably approach it like this:

1. Build a "money prompt set" yourself:
   • “best [service] for [location]”
   • “[product] alternatives”
   • “who are the top [category] providers”
   • “how much does [service] cost”
   • “[brand] vs [competitor]”

2. Track those prompts weekly in one of the tools above.

3. Look for:
   • Did AI mention the client?
   • Which URL did it cite?
   • Which competitor replaced them?
   • What type of content won (comparison page, stats page, review, guide, research)?

The biggest shift from SEO is that you are no longer only optimizing for ranking pages; you are optimizing for being selected as a source inside an answer. Citation tracking tools are designed around that difference. ai-cdn.scrunchai.com

If you're selling SEO services solo, I’d also consider packaging this as “AI visibility audits” rather than promising “we’ll see the exact prompts people used” — because that data generally isn’t available.

Yes — but there’s an important distinction.

If by “exact prompts” you mean the literal user questions people typed into ChatGPT/Perplexity/Gemini that caused the model to cite or mention your site, there is not currently a reliable SEO tool with access to that private query-level data. The AI platforms generally don't expose users’ actual prompts to third parties.

What the newer GEO/AEO tools do is much closer to “prompt-level visibility tracking”:

• You give them a set of prompts, e.g. “best accounting software for freelancers”
• They run those prompts against multiple AI engines on a schedule.
• They show the exact AI response, whether your brand appeared, which competitors appeared, and which URLs were cited.
• Some can help identify/generate high-value prompts based on your category rather than making you invent every question yourself. www.techradar.com

For a solo SEO freelancer, I'd look at these

1. Otterly.ai — probably the first one I'd test

It's positioned toward solo marketers/agencies and tracks AI visibility across ChatGPT, Perplexity, Gemini and Copilot. The useful part for you is the prompt-level tracking rather than just an overall “AI visibility” score. www.trylyra.aiomnicite.cowww.stork.ai

2. Peec AI — better if you want deeper analysis

It focuses on prompts, citations, competitors and AI visibility analytics. It's more expensive than the lightweight options, but potentially more useful if you're turning GEO into a client service. www.trylyra.aiomnicite.cowww.stork.ai

3. Profound — excellent, but probably overkill for a solo freelancer

It's much more enterprise-oriented and expensive. Its strength is breadth and detailed analysis of how brands appear across AI search surfaces. www.trylyra.aiomnicite.cowww.stork.ai

4. Ahrefs Brand Radar / Semrush AI Visibility Toolkit

Worth considering if you already pay for Ahrefs or Semrush. They essentially add AI visibility to tools you're already using rather than requiring another standalone platform. www.techradar.com

But there's a more interesting opportunity

For your use case, I wouldn't actually frame the problem as:

“What prompts caused AI to use my content?”

I'd frame it as:

“Which questions in my client's market are AI systems answering with information from my client's site — and which commercially valuable questions are we missing?”

That's much more actionable.

For example, imagine you're doing SEO for a payroll software company. You could track:

That gives you an AI content-gap report, which is potentially a much more compelling freelance deliverable than “your AI visibility score is 14%.”

One caveat: don't treat a tool's prompt results as actual user search logs. They're observed/test prompts, not a window into the private prompts users are submitting to AI systems. And AI answers can vary between runs, so longitudinal measurement needs some care. Community testing is already finding that seemingly small changes can be within the measurement noise. www.reddit.com

If you tell me what kind of SEO clients you work with (local businesses, SaaS, ecommerce, professional services, etc.), I can tell you which of these is actually worth paying for as a solo freelancer—and which I'd skip.

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual questions users typed into ChatGPT/Claude/Perplexity that caused your site to be cited, that data is generally not available publicly. AI platforms don't expose a Google-Search-Console-equivalent query log. help.otterly.aihelp.tryprofound.com

However, there are tools getting surprisingly close:

1. Profound — probably the closest to what you're asking for

Profound now has Prompt Volumes, which it says is based on a dataset of real prompts submitted by users to AI answer engines. You can search the dataset and see the actual language people are using, rather than relying entirely on AI-generated guesses. help.tryprofound.com

For a freelancer, the interesting workflow is:

Real AI prompts → identify prompts relevant to client → see who gets cited → see whether client's content gets cited → identify content gaps

That's much more useful than simply asking "does my brand appear in ChatGPT?"

2. OtterlyAI — better for a solo freelancer's ongoing monitoring

OtterlyAI lets you track specific prompts across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Claude and Copilot, including whether your brand and website are mentioned/cited. help.otterly.ai

The catch: its Prompt Research feature generates likely prompts from keywords, URLs and industries. Those aren't necessarily prompts real users actually typed. Otterly explicitly says AI engines don't publish their user-query data. help.otterly.ai

3. Peec AI — good middle ground

Peec AI focuses on prompt-level AI visibility: which prompts matter, whether you're appearing, your position, sentiment, etc. It also provides AI-suggested prompts and search-volume estimates. peec.ai

The important SEO distinction

I'd think about this as three different datasets:

And there's a really interesting opportunity here for a solo SEO freelancer: don't sell clients an abstract "GEO score." Sell them a report like:

“Here are the 47 AI questions people are asking about your category. You're currently cited for 9. Your competitors are cited for 31. Here are the 12 questions where you're closest to winning, and exactly what content/authority signals are missing.”

That's much easier to explain and attach to actual SEO work.

If you tell me roughly what kind of clients you have (local businesses, SaaS, ecommerce, professional services, etc.), I can tell you which of these tools I'd actually pay for as a solo freelancer and how I'd build the workflow around it.

Short answer: not exactly. There is no tool that can reveal the true private prompts people typed into ChatGPT/Gemini/Claude that caused a model to use your content. Those user prompts are not exposed by the models.

What you can get are prompt tracking / AI visibility tools that:

• run a set of simulated buyer prompts,
• show whether your site/content appears in AI answers,
• show the citations/sources the model used,
• track competitors appearing instead. citations.ioairpulse.ai

For a solo SEO freelancer, these are the closest options:

The workflow most solo SEOs are using right now is:

1. Build a list of 50–200 high-intent prompts, e.g.:
   • “best accounting software for freelancers”
   • “alternatives to [competitor]”
   • “how to solve [customer problem]”
   • “who are the experts in [industry]”

2. Run them regularly through AI visibility tools.

3. Look for:
   • prompts where you appear,
   • prompts where competitors appear,
   • pages being cited,
   • missing topics/entities/relationships.

4. Optimize content around those patterns.

A useful distinction: you are usually not trying to discover “the exact prompt that made AI choose my article.” You are trying to discover the class of prompts where your content is becoming a trusted source and then expand coverage.

For a solo freelancer, I’d probably start with:

• low budget: manually track ~25–50 important prompts in a spreadsheet + check ChatGPT/Perplexity/Gemini periodically.
• client work: use a dedicated tracker like the ones above so you can show “AI visibility growth” reports. citations.io

One caveat: many of these tools are measuring synthetic prompt sets, not actual private user searches. The industry still does not have a Google Search Console equivalent for “queries that caused an LLM citation.” www.reddit.com

If you’re doing this for your own SEO business vs. client SEO retainers, the best tool choice changes quite a bit.

Yes — but there’s an important distinction.

There are now tools that can show you the prompts under which your site gets mentioned/cited by AI search engines. They generally cannot show you the actual private prompt a real person typed into ChatGPT that caused your content to be retrieved. Instead, they maintain a set of tracked prompts and repeatedly run those prompts against AI engines.

For a solo SEO freelancer, I’d look at these:

• urlAhrefs Brand Radar / AI Visibility Checkerturn0search1 — probably the easiest if you already use Ahrefs. It tests search-backed prompts and reports which topics/prompts generate mentions, plus the pages/domains cited. Ahrefs says its prompts are derived from real search behavior rather than purely synthetic questions. ahrefs.com
• urlCitations.ioturn0search2 — particularly interesting if your goal is “show me exactly which prompts produce citations.” It tracks prompts across ChatGPT, Gemini, Perplexity and Claude and exposes the answers and sources. citations.io
• urlMeevturn0search3 — tracks monitored prompts across ChatGPT, Claude, Gemini, Perplexity, Grok, DeepSeek and Google AI Overviews, including the exact answer and cited sources. meev.ai
• urlAmICitedturn0search4 — another option focused on prompt-level AI visibility, competitors, citations and changes over time. www.amicited.com
• urlLLM Visibilityturn0search5 — interesting for a freelancer because it lets you use customer questions or generate prompts, then see the raw responses, citations and sentiment by model. llmvisibility.tech

The catch

If by “exact prompts that lead to our content being used” you mean:

“Someone asked ChatGPT X, and ChatGPT subsequently retrieved my client's article Y — tell me exactly what X was.”

No, there isn't currently a Google-Search-Console-equivalent that gives you that ground truth across ChatGPT/Claude/Perplexity/etc.

The platforms generally don't expose users' private prompts to site owners. The tools above instead construct or collect a representative prompt set, run those prompts themselves, and measure the resulting citations.

And there's another wrinkle: AI search is non-deterministic. The same prompt can produce different sources at different times, so a tool claiming a single definitive "AI ranking" should be treated cautiously. Recent research specifically finds substantial variation in citations from repeated identical queries. arxiv.org

What I'd do as a solo SEO

I'd think of this as “AI query discovery + citation tracking,” rather than simply “AI rankings.”

For each client, you want something like:

That dataset is much more actionable for an SEO freelancer than an aggregate “AI visibility score.” You can turn the missing citations into content briefs, digital PR/link opportunities, comparison pages, etc.

If you're asking because you're considering building a lightweight tool/service around this for your own SEO clients, that's actually an interesting gap: “Which real-world questions cause AI engines to retrieve/cite my client's pages, and which questions are competitors winning?” is a much more concrete product than another generic GEO score.

Yes — but there’s an important distinction.

If by “exact prompts” you mean “What did the actual user type into ChatGPT that caused it to cite my article?”, there isn’t currently a Google Search Console–style tool that gives you that data reliably. AI platforms generally don't expose the user's private prompt/referrer query to the cited website. People seeing AI referral traffic report the same limitation: they can see traffic from ChatGPT/Perplexity, but not the underlying question. www.reddit.com

What does exist is a growing category of AI visibility / GEO tools that simulate and track the prompts you care about.

The closest tools

• urlCitations.ioturn0search2 — probably closest to what you're describing. It runs customer-type questions against ChatGPT, Gemini, Perplexity and Claude and shows which answers cite you, which URLs are cited, competitors that appear instead, and the prompt associated with each result.
• urlWellowsturn0search1 — explicitly built around prompt tracking. You can see the individual prompts, AI responses, whether your brand appears, and which source was cited.
• urlAirPulseturn0search0 — tracks target prompts across ChatGPT, Perplexity, Gemini and Google AI, with prompt-level visibility and citation data.
• urlGetIntelturn0search4 — interesting if your goal is SEO consulting: it combines buyer-prompt tracking with citation-source intelligence, showing which domains AI engines trust in your client's category.
• urlGenwolfturn0search9 — worth looking at if you want something more transparent/open-source oriented; it tracks prompts, mentions and citations across ChatGPT, Gemini and Perplexity.

But there's a bigger opportunity for a solo SEO freelancer

I wouldn't position the service as:

“I can tell you the exact prompts people used to find your content.”

That's generally not observable.

I'd position it as:

“I identify the questions your customers are asking AI, then show you which questions your site is being cited for — and which ones your competitors are winning.”

That's much more defensible.

For example, suppose you're doing SEO for a local HVAC company. You might track:

That is much more actionable for SEO than simply knowing that ChatGPT sent you 12 visitors.

And there's an important caveat: AI visibility is inherently noisy. Identical prompts can produce different answers and citations at different times, so good tools need repeated measurements rather than treating one AI response as definitive. arxiv.org

If you're asking because you're considering adding this as a service to your freelance SEO offering, I can also give you a “solo freelancer stack” — the cheapest tools I'd use, what I'd automate, and how I'd turn this into a monthly $500–$2,000 AI-search reporting service.

Yes — but there’s an important distinction.

If by “exact prompts” you mean the actual questions users typed into ChatGPT/Perplexity/Gemini that caused your client's page to be cited, no tool can currently give you that data reliably. The AI platforms generally don't expose an equivalent of Google Search Console's query report for ChatGPT-style searches. www.reddit.com

What you can get is very close: tools that maintain a library of prompts, run those prompts against AI engines, and show you which prompts produce mentions/citations of your site.

The tools I'd look at as a solo SEO freelancer

1. OtterlyAI — probably the best fit for you

It lets you track individual natural-language prompts and see the resulting AI answer, including whether your brand was mentioned and which pages/domains were cited. It monitors ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Claude and Copilot. help.otterly.aihelp.otterly.ai

The particularly useful bit is that it has AI Prompt Research, which can generate relevant prompts rather than requiring you to invent hundreds yourself. help.otterly.aihelp.otterly.ai

For a freelancer, 15 prompts on the Lite plan is fairly restrictive, but the free trial includes 50 prompts; Standard goes to 100. help.otterly.ai

OtterlyAI

2. Peec AI — very good for prompt-level analysis

Peec explicitly focuses on identifying the prompts that matter, tracking them across AI models, and showing which sources AI cites. It also categorizes prompts by intent, which is useful when you're trying to turn this into an actual SEO/GEO strategy rather than just a visibility score. peec.ai

Peec AI

3. Profound — more powerful, but probably overkill for a solo freelancer

It's worth considering if you're managing larger clients/brands and want deeper enterprise-style AI search intelligence.

The key caveat

I'd not sell these to clients as “we discovered the prompts your customers are actually using.”

Instead, I'd describe the output as:

“These are the prompts we're testing, and these are the prompts for which AI search engines are currently citing your content.”

That's a much more defensible claim.

The distinction matters because AI responses aren't deterministic. Even Otterly notes that its results can differ from what an individual sees in ChatGPT because of session, location and account differences; it therefore provides a neutral baseline rather than a perfect representation of every user's experience. help.otterly.ai

And there's an interesting opportunity for you as a freelancer

I wouldn't just use these tools to produce an “AI visibility score.”

I'd build a workflow like:

Client's existing SEO data → generate 50–100 likely AI prompts → monitor them → identify prompts where competitors get cited → identify which third-party sources AI trusts → improve/create content → rerun prompts → report movement.

That gives you something much more tangible to sell than “GEO optimization.”

If you tell me what kind of clients you work with (local businesses, SaaS, ecommerce, professional services, etc.), I can also tell you which of these tools I'd personally choose and what the cheapest viable freelancer stack would be.

Yes—but with an important limitation: no third-party tool can reliably show you the exact prompt a user typed into ChatGPT, Gemini, Claude, or Perplexity unless the AI platform itself exposes that information (which they generally don't, for privacy reasons).

What the best tools do is infer or observe AI-driven visibility in different ways.

Best options today

1. Profound AI (best enterprise option)

• Tracks where your brand and content appear across AI search engines.
• Estimates prompts and prompt clusters that trigger mentions.
• Shows competitors, citation frequency, and share of voice.
• Downsides: expensive (typically aimed at larger companies).

Best if you're managing enterprise clients.

2. Peec AI

• One of the more SEO-focused GEO (Generative Engine Optimization) tools.
• Tracks AI visibility across ChatGPT, Perplexity, Gemini, Claude, etc.
• Groups prompts into topics.
• Shows whether your site is cited and how often.

Good for agencies and consultants.

3. Otterly.AI

• Designed specifically for AI search monitoring.
• Lets you track custom prompts.
• Alerts when citations change.
• Less focused on traditional SEO metrics.

Probably one of the better values for freelancers.

4. Goodie AI

• Tracks AI search performance.
• Monitors brand mentions and citations.
• Growing feature set.

5. Semrush AI Toolkit

• Integrates AI visibility into a familiar SEO workflow.
• Good if you already pay for Semrush.
• More of a dashboard than a prompt discovery tool.

What doesn't exist yet

Everyone wants a tool that says:

"1,284 people asked ChatGPT: 'best HVAC company in Nashville,' and your article was cited."

That data simply isn't publicly available.

The closest anyone gets is by:

• generating thousands of likely prompts,
• testing them automatically,
• clustering them,
• and monitoring which domains get cited.

So they're measuring coverage, not actual user queries.

A better opportunity for a solo SEO

Instead of chasing exact prompts, I'd focus on building your own AI visibility tracker.

For each client:

• Generate 500–5,000 likely prompts from keyword data.
• Run those prompts against ChatGPT, Gemini, Claude, and Perplexity on a schedule.
• Record:
  • Whether the client is mentioned.
  • Whether they're cited.
  • Competitors that appear.
  • The wording of the answer.
  • Citation URLs.
  • Changes over time.

That creates a recurring monthly service that's much harder to replace than traditional rank tracking.

If your budget is under $100/month

I'd recommend this stack:

• Otterly.AI for AI citation tracking.
• Ahrefs or Semrush for keyword research.
• Google Search Console for actual search performance.
• A simple spreadsheet or dashboard to map:
  • keywords → likely AI prompts,
  • AI visibility,
  • organic rankings,
  • conversions.

That gives clients a clear view of both traditional SEO and AI search performance without enterprise-level costs.

If you're looking to differentiate your freelance SEO business in 2026, offering AI visibility audits and ongoing GEO reporting is one of the strongest emerging service areas, especially for B2B, SaaS, and local businesses.

Yes—but with an important caveat:

No tool can reliably surface the exact prompt that caused ChatGPT, Gemini, Claude, or Perplexity to cite or use your content. AI companies generally do not expose users' prompts for privacy reasons.

What you can do is infer those prompts with varying levels of confidence. Here's how the current landscape looks:

The closest thing to "exact prompts"

The best tools today don't reveal individual user prompts. Instead they show things like:

"People asking ChatGPT:

• best CRM for small law firms
• affordable CRM with email automation
• HubSpot alternatives"

…and then indicate whether your site appears in the AI answer.

That's about as granular as the industry currently gets.

If you're a solo SEO freelancer

I'd prioritize these:

1. Peec AI (probably the best value)

• Tracks whether clients appear in AI answers
• Groups prompts by intent
• Shows competitor comparisons
• Built specifically for AI SEO

2. Semrush AI Toolkit

• Good if you already use Semrush
• Familiar reporting
• Easy to show clients

3. Profound

• Probably the market leader
• Excellent data
• Expensive (typically aimed at larger companies)

A low-cost DIY approach

If you don't want another subscription, you can build a surprisingly effective workflow:

• Export high-performing keywords from Search Console.
• Generate 50–200 natural-language variations with ChatGPT.
• Test those prompts across ChatGPT, Gemini, Claude, and Perplexity.
• Record whether your client's content is cited or recommended.
• Repeat monthly to measure changes.

Many AI SEO consultants are still using variations of this process because automated tools are relatively new.

What I expect over the next year

The market is moving toward tools that report:

• Prompt clusters instead of individual prompts
• Share of voice in AI answers
• Citation frequency
• Competitors cited alongside you
• Referral traffic from AI assistants
• Changes in AI visibility over time

The exact user prompts are unlikely to become available because they often contain private information.

If you're building an AI SEO service as a freelancer, I'd start with Peec AI (best balance of price and features) or a manual prompt-testing workflow, and only move to enterprise tools like Profound once you have multiple clients needing ongoing AI visibility reporting.

Yes—but with an important caveat:

No tool can reliably surface the exact prompts users typed into ChatGPT, Claude, Gemini, or Perplexity (at least not at scale). Those prompts are private and not exposed by the AI providers.

What has emerged instead is a new category of AI search visibility or LLM optimization tools that infer prompts and citations by querying the models themselves thousands of times.

Here are the best options for a solo SEO freelancer:

What these tools actually do

Instead of seeing real user prompts, they:

• Generate thousands of realistic prompts in your niche
• Ask ChatGPT, Gemini, Claude, Perplexity, etc.
• Record which brands and URLs appear
• Track changes over time
• Estimate your "share of voice"

For example, if you work with SaaS companies, a tool might test prompts like:

• "Best CRM for small agencies"
• "How do I reduce churn?"
• "HubSpot alternatives"
• "CRM for consultants"

If your client's content is cited in 14% of responses this month versus 9% last month, that's the signal you're measuring.

If you want the closest thing to "exact prompts"

I'd recommend combining:

• Otterly.AI for AI visibility tracking
• Google Search Console to find high-intent organic queries
• Microsoft Clarity or analytics to understand on-site behavior
• Manual testing in ChatGPT, Claude, and Perplexity for your highest-value commercial questions

This gives you a practical approximation of the prompts that matter, even though you can't access the actual prompts users entered.

An opportunity for solo SEO consultants

Many agencies are beginning to offer an "AI Citation Audit" instead of a traditional SEO audit. A typical workflow is:

1. Generate 300–1,000 commercial prompts for a niche.
2. Measure which brands, pages, and domains AI models cite.
3. Identify content gaps where competitors are consistently referenced.
4. Rewrite or expand content to better answer those prompt clusters.
5. Re-run the prompt set monthly to measure changes in AI visibility.

This type of recurring reporting is often easier for clients to understand than traditional keyword rankings because it directly answers, "Are AI assistants recommending us?"

If you're looking for the best value as a solo freelancer, Peec AI and Otterly.AI tend to hit a good balance between features and cost, while enterprise platforms like Profound are generally priced for larger teams and agencies.

Short answer: not reliably, no.

Today, no tool can show you the exact user prompts that caused ChatGPT, Gemini, Claude, Perplexity, or other AI assistants to use your content. The model providers generally do not expose users' prompts for privacy reasons.

That said, a new category of AI visibility tools gets surprisingly close.

Here's what exists:

What you can see

Most AI SEO tools work like this:

1. They maintain a large library of prompts (often tens or hundreds of thousands).
2. They repeatedly ask ChatGPT, Gemini, Claude, etc.
3. They record:
   • whether your site is cited
   • which competitors are cited
   • which pages are referenced
   • sentiment
   • frequency
   • changes over time

So instead of showing:

"A real user asked: What's the best CRM for dentists?"

they'll show something like:

We tested 8,000 CRM-related prompts.

Your site appeared in 6.4%.

Competitor A appeared in 18%.

The closest thing to "exact prompts"

Some tools actually let you inspect the prompts they used.

For example:

• "Best accounting software for freelancers"
• "How do I choose an LLC formation service?"
• "What is topical authority?"
• "Best standing desk under $500"

These aren't necessarily real user prompts, but they're often generated from search logs, autocomplete data, keyword databases, Reddit, or proprietary datasets.

For a solo SEO freelancer

Unless you're managing enterprise brands, I'd look for tools that provide:

• AI citation tracking
• prompt libraries you can filter
• competitor comparisons
• page-level citation data
• historical changes

Those capabilities are usually more actionable than chasing exact prompts.

An opportunity that doesn't really exist yet

One thing I've noticed is that there's a gap in the market for freelancers and agencies: a tool that combines data from sources like Google Search Console, Bing, Reddit, "People Also Ask," and AI visibility testing to infer the conversational prompts most likely driving citations to your content. It wouldn't reveal private user prompts, but it could generate a high-confidence list of likely prompts and show which pages earn mentions for each.

That would be much more useful for content planning than raw keyword rankings.

If your goal is finding content opportunities, proving ROI to clients, or reverse-engineering why competitors get cited by AI, I can recommend different tools depending on which of those outcomes matters most.

Yes—but with an important limitation: no tool can reliably show you the exact user prompts that caused ChatGPT, Gemini, Claude, or other closed AI models to cite or use your content. Those prompts are generally not exposed by the AI providers.

What you can do is get increasingly close by monitoring AI visibility and inferring the prompt patterns.

Here are the strongest options for a solo SEO freelancer:

What these tools actually surface

Instead of revealing real user conversations, they usually:

• Test thousands of prompts against ChatGPT, Gemini, Claude, Perplexity, etc.
• Record whether your site appears
• Show competitors that appear instead
• Group prompts into themes like:
  • "best CRM for contractors"
  • "how to start a food truck"
  • "SEO audit checklist"

So you're seeing representative prompts, not the exact prompts real users entered.

If you want the closest thing to exact prompts

The most valuable workflow I've seen is combining three data sources:

1. Google Search Console
   • Find pages gaining impressions from long-tail informational queries.

2. AI visibility tracker
   • See which prompts your brand appears for.

3. Server logs or analytics
   • Look for referrers from AI tools (where available) and landing pages that receive AI-driven traffic.

When all three line up, you can often infer prompt patterns such as:

"How do I migrate Shopify to WooCommerce?"

even if you never see the literal prompt.

For a solo SEO freelancer

I'd prioritize tools by value:

1. Otterly.AI — relatively affordable and focused on AI visibility.
2. Peec AI — good balance of price and insights.
3. Semrush AI Toolkit — worthwhile if you're already paying for Semrush.
4. Profound — excellent, but generally priced for larger organizations.

A higher-leverage opportunity

Many freelancers are starting to offer AI visibility audits alongside traditional SEO. A simple process might include:

• Identify a client's top 100 commercial and informational topics.
• Test those topics across ChatGPT, Gemini, Claude, and Perplexity.
• Document where the client is cited, where competitors are cited, and what content gaps exist.
• Recommend updates that increase the likelihood of being referenced by AI systems.

This shifts the conversation from "ranking #1 on Google" to "being the source AI assistants choose," which is becoming a distinct service offering.