ChatGPT answers, unedited

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.

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.

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.