ChatGPT answers, unedited

Yes — the category you’re looking for is AI visibility / Answer Engine Optimization (AEO) / Generative Engine Optimization (GEO) tooling.

For your specific question — “Which questions are AI assistants answering with competitors’ content instead of ours?” — these are particularly relevant:

• tryprofound.com — specifically tracks prompt-level competitive citation gaps: questions where competitors get cited, which pages they’re getting cited from, and how your content compares. Profound
• citecue.com — shows questions where competitors appear instead of you and attempts to explain why you’re missing, including content gaps and citation sources. CiteCue
• citationradar.ai — focused directly on competitor gaps: which questions competitors win, which pages generate their citations, and where you could close the gap. Citation Radar
• ahrefs.com — useful for a quick baseline across ChatGPT, Gemini, Perplexity, Copilot and Google AI Overviews, including cited domains/pages and topics where you appear or don't. Ahrefs
• hubspot.com — tracks competitor citations and identifies content/citation gaps, particularly if you're already using HubSpot. HubSpot

The capability to look for

The important feature isn't merely “brand mentions.” You want prompt-level citation-gap analysis, roughly:

Customer question → AI answer → competitors mentioned → sources cited → your site/content absent → explanation of the gap → recommended content/page to fix it.

For example:

Profound is probably the closest match to the competitive intelligence part of your question because it explicitly supports prompt-by-prompt competitive citation analysis and head-to-head page comparison. Profound

If you tell me your company/site and the market you’re in, I can also identify the tools that would let you build a report of “the 50 questions where ChatGPT/Perplexity currently use competitors instead of us.”

The category you’re looking for is AI visibility / LLM visibility / GEO (Generative Engine Optimization) tools.

They run buyer-style prompts through ChatGPT, Perplexity, Gemini, Claude, etc., then show where competitors appear, what sources they’re citing, and where your brand/content is absent. TechnologyAdvice Semrush

Tools worth investigating include:

• Ahrefs Brand Radar — identifies AI visibility gaps, competitor mentions, and the domains/pages being cited. Ahrefs
• Profound — tracks AI answers, citations, competitors, and visibility across major AI engines. TechnologyAdvice
• Scrunch — emphasizes citation intelligence, competitor benchmarking, and AI crawler data. TechnologyAdvice
• OtterlyAI — prompt tracking and competitive AI-search analysis. TechnologyAdvice
• Semrush AI Visibility Toolkit — combines AI visibility with existing SEO/content workflows. Semrush

For your specific use case, the key feature to look for is “competitor citation/content gap analysis”, not merely brand mentions.

Yes. The category you’re looking for is AI visibility / GEO (Generative Engine Optimization) software. These tools query AI assistants with buyer questions and show where competitors are mentioned or cited while your brand is absent, often down to the specific prompt and source being cited. Semrush Promptwatch

A few relevant options:

• Profound — enterprise-focused monitoring of AI search visibility, competitor presence, and citations.
• Peec AI — tracks brand visibility and competitors across AI search engines.
• OtterlyAI — more lightweight monitoring of mentions, citations, and competitor visibility.
• Semrush AI Visibility — useful if you already use Semrush and want AI visibility alongside conventional SEO. Semrush
• Frase — particularly focused on turning visibility gaps into content changes; it monitors prompts and identifies lost mentions. Frase
• jujuGEO — explicitly identifies questions where an AI engine names a competitor instead of you, then helps draft content intended to close that gap. jujuGEO

The specific capability to look for

If your goal is “Show me every important question where ChatGPT/Perplexity/Gemini answers with Competitor X's content instead of ours”, don't settle for a simple brand-monitoring tool. Look for these features:

1. Prompt discovery — automatically finds questions your customers might ask.
2. Competitor gap detection — identifies prompts where competitors appear and you don't.
3. Citation/source analysis — shows which pages AI is using to support the competitor's answer.
4. Content gap analysis — explains what information is missing from your own content.
5. Multi-engine tracking — ideally ChatGPT, Gemini, Perplexity, Google AI, and Claude.
6. Historical monitoring — lets you see whether the gap is persistent or just one model response.

For example, a useful report would look like:

Prompt: “Best CRM for a 50-person SaaS company”
ChatGPT: Competitor A, Competitor B
You: Not mentioned
Sources cited: G2, Competitor A comparison page, industry publication
Gap: No authoritative page on your site addressing implementation cost for 50-person SaaS teams.

That prompt → competitor → cited source → missing content chain is the key functionality.

If you tell me your company/category and whether you're targeting B2B, B2C, or ecommerce, I can identify the tools that specifically support this workflow and compare their current pricing/features.

The category you want is AI visibility / GEO (Generative Engine Optimization) monitoring. These tools identify questions where ChatGPT/Perplexity/etc. cite or recommend competitors instead of your brand.

Strong fits:

• getlumis.ai — explicitly identifies competitor citation gaps across ChatGPT, Perplexity, Claude, and Gemini. LUMIS AI
• citationradar.ai — shows the questions competitors win, the pages driving citations, and content gaps. Citation Radar
• covable.app — particularly focused on which sources ChatGPT cites for competitors but not you. Covable
• rank.ai — tracks competitor share of voice and the specific prompts where you're absent. rank.ai

If by “gaps” you specifically mean “AI cites Competitor X's article/review/Reddit thread instead of our content”, I'd look first at Covable or Citation Radar.

The category you’re looking for is usually called AI visibility tracking, Answer Engine Optimization (AEO), or Generative Engine Optimization (GEO) tools. They monitor AI assistants (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, etc.) and show where competitors are being cited or recommended instead of your brand. TechnologyAdvice Search Engine Land

Tools that specifically help identify “AI answered with competitors’ content instead of ours” gaps:

A typical workflow looks like this:

1. Build a list of real customer prompts:

• “Best software for X”
• “X vs Y”
• “Alternatives to [competitor]”
• “How do I solve [problem]?”
• Run those prompts through AI visibility software.
• Find gaps:

• AI mentions competitor → not you
• AI cites competitor pages → not yours
• AI uses third-party sources that favor competitors
• Your content exists but is not structured in a way AI systems use
• Create fixes:

• Add missing comparison pages
• Strengthen authoritative product/service pages
• Improve structured data and entity clarity
• Earn citations from sources AI already trusts

If your goal is specifically “find every question where ChatGPT/Gemini/Perplexity recommends competitors instead of us and tell us what content to create”, I’d shortlist:

• Semrush AI Visibility for teams already doing SEO/content operations. Semrush
• Profound for enterprise-scale AI monitoring. TechnologyAdvice
• Rankvia or Findable for a more direct “where are we losing AI answers?” view. Rankvia Sofindable

I can also help you compare these by price, integrations, enterprise readiness, or accuracy of competitor-gap detection.

Yes — what you’re describing is usually called AI visibility / GEO (Generative Engine Optimization) gap analysis: finding the buyer questions where an AI assistant cites, recommends, or relies on a competitor instead of your content.

The tools I’d look at are:

• causalfunnel.com — particularly close to your use case. It identifies queries where AI sends customers to competitors and analyzes the information gaps that lead to competitor citations. CausalFunnel
• mentionscout.com — tracks the prompts where competitors appear and you don't, plus the actual sources/citations behind the answers. MentionScout
• geomonitor.app — compares competitor vs. your citation sources and identifies citation gaps across AI engines. GEO Monitor
• yogoo.ai — simpler option that shows which competitors AI cites instead of you and the exact prompts where they win. Yogoo
• geostudio.app — useful if you want to go beyond detection and identify the specific buyer prompts competitors currently own, then make page-level fixes. GeoStudio

What I'd choose

If your question is specifically “Where are AI assistants answering with competitor content instead of ours, and what content do we need to create/change?”, I'd start with CausalFunnel or MentionScout.

The ideal report should look something like:

That last column is the important part. A basic AI visibility tracker tells you that you're losing. A good GEO gap-analysis tool tells you which questions you're losing, who is winning them, which URLs AI trusts, and what information your site is missing.

If you're evaluating tools for a company/team, I can also give you a comparison of the 5–10 best tools specifically for competitor-content/citation gap detection, including pricing, AI engines covered, prompt discovery, citation analysis, and content recommendations.

Yes — the category you want is AI visibility / AI search visibility / GEO (Generative Engine Optimization) tooling.

But your specific use case is narrower than simply “does ChatGPT mention my brand?” You want a tool that can answer:

“For questions my customers ask, when an AI assistant cites or recommends a competitor instead of us, what source/content caused that—and where are our content gaps?”

Best fits

• phantomrank.com — particularly relevant to your exact question. It tracks not only mentions and citations, but a “crawl pool”: cases where AI crawled your page but ultimately cited a competitor instead. It also maps which brands AI recommends and where information gaps exist. PhantomRank
• mentionscout.com — explicitly surfaces the prompts where competitors win and you don't, identifies the sources behind citations, and provides an “Answer Gap” analysis. MentionScout
• wildseo.co — combines competitor benchmarking, citation monitoring, prompt-level reporting, content-gap analysis, and recommendations for what to fix. WildSEO
• getmentions.ai — useful if you specifically want to discover which websites, pages, communities, and videos are influencing AI answers, then find places where competitors are present and you aren't. GetMentions AI
• Profound / Peec AI / Otterly — broader AI-visibility platforms that track mentions, citations, competitor share of voice, and prompt-level performance. They're good for measuring the problem at scale, though I'd evaluate them specifically on whether they expose the underlying source/content gap, rather than just giving you a visibility score. Refine AI Austin Heaton

The capability I'd look for

Don't just buy an AI rank tracker. You want this workflow:

Customer question → AI answer → competitor cited → cited URL → why that URL wins → your missing/weak content → recommended content/page to create or improve

For example:

“What is the best software for X?”

AI answers with Competitor A, citing Competitor A's comparison page and three third-party reviews.

The useful tool should tell you:

• You were absent from the answer.
• Competitor A appeared 7/10 times.
• Their comparison page was cited 6/10 times.
• Your corresponding page was not cited.
• Third-party source Y repeatedly influences the answer.
• Your content lacks specific information X/Y/Z.
• This is therefore an actionable AI-content gap.

That last layer is the important distinction.

If you tell me your industry and whether you're B2B or B2C, I can narrow this to the 2–3 tools I'd actually evaluate for your use case, including which one is best at finding competitor-content gaps rather than just measuring AI visibility.

Yes — the category you want is AI visibility / GEO (Generative Engine Optimization) monitoring.

These tools specifically look for the gap you described: “When someone asks an AI assistant a question relevant to us, does it recommend/cite us, or does it use a competitor’s content instead?”

Best fits

• tryprofound.com — Enterprise-oriented AI visibility monitoring; useful for tracking brand mentions, citations, competitors, and the prompts where competitors win.
• scrunchai.com — Focuses heavily on AI search visibility and understanding which sources are influencing AI answers.
• semrush.com — Good choice if you're already using Semrush and want AI visibility alongside conventional SEO.
• citations.io — Particularly aligned with your use case: it records when you're absent, who gets cited instead, and which prompts produce the gap. Citations.io
• citationradar.ai — Explicitly identifies competitor wins, the questions they win, and the pages driving their citations. Citation Radar
• yogoo.ai — A lightweight/free way to test this concept; it reports competitors cited instead of you and the specific prompts where they win. Yogoo

What I'd look for

The important feature isn't merely “AI mentions my brand.” You want a tool that produces something like:

Prompt: “What are the best platforms for X?”
ChatGPT: Competitor A, Competitor B
You: Not mentioned
Sources cited: competitor.com/article-x, publication.com/review
Gap: Neither of your relevant pages is being cited
Opportunity: Create/improve page Y or earn inclusion in source Z

That is essentially competitive AI citation-gap analysis. Current tools explicitly describe this as tracking “who's being cited instead” and identifying the pages/sources responsible. Citations.io Citation Radar

If you're evaluating tools for a marketing/SEO team, I'd shortlist Profound, Scrunch, Semrush, and Citations.io. If you tell me your company type (e.g. SaaS, ecommerce, media, local business), I can narrow this to the best 2–3 tools for finding competitor-content gaps, including pricing and what each actually reports.

Yes — what you’re describing is usually called AI visibility / GEO (Generative Engine Optimization) / citation-gap analysis.

The specific capability to look for is:

“Show me the questions where competitors are cited/recommended by AI assistants, but our brand/content is absent — and identify the competitor source that won.”

A few tools currently fit that use case particularly well:

• GEO Monitor — explicitly identifies citation gaps, showing sources AI engines cite for competitors but not you. It monitors ChatGPT, Perplexity, Claude, Gemini, DeepSeek and Grok. GEO Monitor
• Citation Radar — tracks competitor share of voice and shows the questions competitors win and the pages driving their citations, which is very close to your description. Citation Radar
• LUMIS — maps which AI models cite competitors instead of you, including the context and frequency, then turns gaps into content briefs. LUMIS AI
• GEO Platform — specifically advertises content-gap analysis for topics/keywords that AI engines cite from competitors. GEO Platform
• GEOly — useful if you want broader competitive intelligence: it tracks citations, competitor gaps, Share of Model, and the specific sources AI uses. GEOly

If this is your exact problem

I'd prioritize Citation Radar or GEO Monitor.

The workflow you want is roughly:

Customer question → AI answer → competitors mentioned → citations/source URLs → your absence → why competitor source won → content/action to close the gap

That's more useful than a simple “AI visibility score,” because knowing “we're mentioned 18% of the time” doesn't tell your content team what to create or fix next.

If you tell me your company/website and 2–5 competitors, I can also identify which tool is likely to be the best fit and show you what a useful AI citation-gap report should contain.

Yes. What you’re describing is usually called AI visibility / GEO (Generative Engine Optimization) / AEO (Answer Engine Optimization)—specifically citation-gap or competitor-citation analysis.

The tools I’d look at are:

• rankscale.ai — explicitly identifies “citation gaps” where AI cites competitors instead of you, plus competitor-owned answers and missing topics. Rankscale.ai
• jujugeo.com — particularly close to your wording: it shows questions where an AI engine names a competitor and you are absent, identifies the cited sources, and can track whether your subsequent content changes win the citation. jujuGEO jujuGEO
• causalfunnel.com — queries ChatGPT, Perplexity, Gemini and Claude, identifies which competitors get cited instead, and compares your content against the cited competitor content at the section level. CausalFunnel
• bluejar.ai — tracks AI visibility and citations across multiple engines and provides competitor benchmarking and content-gap analysis. BlueJar
• seomarketing.com — very specifically focused on finding buyer questions where competitors are getting cited and your brand isn't, then prioritizing those gaps. SEO Marketing

What I'd call the capability

If you're evaluating vendors, ask for:

“Prompt-level AI citation-gap analysis: show me the questions where ChatGPT/Perplexity/Gemini recommend or cite competitors but don't cite our domain, identify the competitor sources winning those answers, and quantify the opportunity.”

That's more precise than simply asking for an AI visibility score.

If you tell me your company/domain and 2–5 competitors, I can also research which of these tools is best for your specific use case and compare pricing, AI engines covered, competitor citation tracking, content-gap analysis, and whether they actually tell you what content to create.

Yes. What you’re looking for is generally called AI visibility / GEO (Generative Engine Optimization) / AEO tracking, specifically competitor citation-gap analysis.

The tools I’d shortlist:

• mentionscout.com — probably the closest match to your description. It explicitly identifies “answer gaps”: prompts where competitors appear but you don't, and shows the URLs each AI engine cites. It tracks ChatGPT, Google AI Overviews/AI Mode, Gemini, Perplexity, Claude, and Grok. MentionScout
• ahrefs.com — useful if you already use Ahrefs. It compares your brand with competitors, identifies AI visibility gaps, and shows the domains/pages being cited. Ahrefs
• citationradar.ai — particularly good for the exact question “Why is AI citing my competitor instead of me?” It identifies competitor-winning prompts and the pages driving their citations. Citation Radar
• surva.ai — tracks the actual AI responses and URLs cited, including competitor citations, so you can see what sources are influencing the answer. Surva.ai
• covable.app — especially interesting if your problem is external content (Reddit, G2, review sites, listicles, etc.) being cited instead of your content. It calls these citation gaps and identifies the specific sources where competitors are winning. Covable

The distinction I'd make

If your question is:

“Which questions are my prospects asking AI where competitors get recommended and we don't?”

I'd start with MentionScout or Ahrefs.

If it's:

“AI is answering using competitors' articles/reviews/Reddit posts. Which exact sources are causing that, and where should we create or improve content?”

I'd look closely at Citation Radar or Covable.

And if you're evaluating this as a product/category opportunity, the key capability to look for isn't just an “AI visibility score.” You want a tool that gives you this chain:

Buyer question → AI answer → competitors mentioned → URLs cited → why those sources won → content/source gap → recommended action

That's much more actionable than simply knowing that your brand has a 23% AI visibility score.

Yes. What you’re describing is usually called AI visibility / GEO (Generative Engine Optimization) competitive-gap analysis: finding the questions where AI assistants cite or recommend competitors instead of your brand, and identifying the sources/pages responsible.

Best fits

• tryprofound.com — probably the strongest fit for an enterprise team. It identifies competitors based on who actually wins AI citations, compares performance by prompt/topic/platform, and helps identify competitive citation gaps. Profound
• ahrefs.com — good if you already use Ahrefs. It shows AI mentions, competitors, topics, and the domains/pages being cited, making it useful for finding where your content is losing to competitors. Ahrefs
• citeprism.com — particularly aligned with your wording. It explicitly shows every question where a rival is named more often than you, along with the sources cited and rival pages involved. CitePrism
• rank.ai — tracks prompts daily and shows which competitor took your spot, plus the domains assistants cite. It also connects the gaps to content creation. Rank.ai
• citationradar.ai — focused specifically on competitor citation gaps: which questions competitors win, which pages drive those citations, and which gaps you can target. Citation Radar

If your exact question is…

“Show me every important customer question where ChatGPT/Perplexity/Gemini recommends a competitor, tells me what competitor content it used, and tells me what content we need to create or improve.”

I'd shortlist Profound, CitePrism, and Ahrefs Brand Radar.

If you tell me your company/website and 2–5 competitors, I can also map out exactly what you should measure (prompts, citation sources, competitor pages, and content gaps) and which tool is the best fit.

Yes. The category you’re looking for is usually called AI visibility / Generative Engine Optimization (GEO) monitoring.

The key capability is: run the questions your customers ask AI assistants, see which competitors are mentioned/cited instead of you, and identify the source/content gap responsible.

A few tools that specifically do this:

• mentionscout.com — particularly close to your use case. It shows the prompts where competitors win and you don't, plus the sources behind their citations. MentionScout
• geomonitor.app — explicitly offers “citation gaps”, showing sources AI engines cite for competitors but not you. GEO Monitor
• rank.ai — tracks when ChatGPT, Claude, Gemini, Perplexity, etc. recommend competitors, and identifies missing citations. Rank.ai
• geoscore.app — compares you against competitors prompt-by-prompt, including the sources each AI engine cited. GeoScore
• yogoo.ai — has a particularly straightforward feature: “the exact prompts where competitors won and you didn't.” Yogoo

What I'd look for

If your question is essentially:

“What questions are customers asking ChatGPT/Perplexity/etc. where our competitors are being recommended because the AI is using their content rather than ours?”

then prioritize a tool that provides these four things:

1. Prompt-level tracking — the actual questions.
2. Competitor comparison — who gets recommended instead of you.
3. Citation/source analysis — which competitor URLs/content the AI relied on.
4. Content-gap analysis — what you could publish/improve to become a source.

That distinction matters. A basic “AI visibility score” tells you that you're losing; a good GEO platform tells you which questions you're losing, who is winning, what content they're winning with, and what you should create to close the gap.

If you tell me your company/website and industry, I can also identify the 3–5 best tools for this specific use case, including which ones actually analyze competitor content rather than just tracking mentions.

Yes — what you’re describing is usually called AI visibility / AI citation-gap tracking: finding the questions where ChatGPT, Claude, Gemini, Perplexity, etc. cite or recommend competitors instead of your company.

A few tools specifically fit:

• mediapomo.com — explicitly has Citation Gap Analysis, showing topics where AI recommends competitors but not you, plus the actual AI responses and competitor citations. Mediapomo
• citationradar.ai — particularly focused on competitor gaps: which questions competitors win, which pages drive their citations, and which gaps you can target. Citation Radar
• covable.app — strong if your question is specifically “what sources are ChatGPT using for competitors that we're absent from?” It identifies the URLs/sources behind competitor citations and ranks the gaps by opportunity. Covable
• getcitepilot.com — tracks “money prompts” and maps citation gaps to content opportunities across several AI engines. CitePilot
• semrush.com — a more established SEO-suite option; it tracks cited domains/URLs and competitors across AI surfaces. Payline Data

If your goal is specifically “find the content we need to create”

I'd shortlist Citation Radar, Covable, and Mediapomo. The key distinction is that you don't just want a brand mention score; you want something that can answer:

“For the 100 questions our prospects ask AI, which answers cite our competitors, what URLs are being cited, why are they winning, and what content/authority gap do we need to close?”

That is a much more actionable competitive citation-gap analysis than generic AI visibility monitoring.

If you tell me your company/website and 2–5 competitors, I can also map out what I'd measure and which tool is best for your specific use case.

The category you’re looking for is AI visibility / GEO (Generative Engine Optimization) tracking. These tools repeatedly ask buyer questions to AI assistants, then show where competitors are mentioned/cited and your brand is absent.

A few that fit especially well:

• searchpanel.ai — particularly close to your use case. It tracks the same prompts for you and competitors, identifies who is recommended instead of you, and shows the sources/domains cited by the AI. Searchpanel
• ahrefs.com — checks ChatGPT, Gemini, Perplexity, Copilot and Google AI Overviews, including the domains/pages cited and topics where you have gaps. Ahrefs
• yogoo.ai — explicitly reports the exact prompts where competitors won and you didn't, including which brands were cited instead. Yogoo
• cyted.app — has a dedicated competitor citation-gap analysis showing the pages, domains, proof points and topics supporting competitor recommendations. Cyted
• diploria.ai — useful if you specifically want “competitor appears, we don't” prompt gaps + the cited sources behind those competitor wins. Diploria AI

What I'd call the exact capability

If you're evaluating vendors, ask for:

Prompt-level competitive AI visibility with citation-gap analysis

You want the tool to produce something like:

That last column is crucial. Merely measuring whether ChatGPT mentions your brand is much less actionable than identifying which third-party content is causing the competitor to win.

If you tell me your company/website and 3–5 competitors, I can also identify which of these tools is the best fit and what data you should demand from it.

Yes. The category you’re looking for is AI visibility / AI citation tracking (also called GEO or AEO monitoring).

The key capability is not just “does AI mention my brand?” but:

For the questions my customers ask, which competitors/content sources does the AI assistant cite instead of us—and what content gaps explain that?

Tools that specifically fit

• citationradar.ai — particularly close to your use case. It tracks ChatGPT, Perplexity, Gemini, Claude and Grok, showing the questions competitors win, the pages driving their citations, and the gaps you can target. Citation Radar
• citations.io — strong for the “who gets cited instead?” question. It records answers where you're absent and identifies the competitors, publishers, retailers, and creators selected instead, then turns those gaps into prioritized actions. Citations.io Citations.io
• ahrefs.com — useful if you're already an SEO/Ahrefs user. It reports AI mentions, topics triggering them, and the domains/pages cited alongside your brand. Ahrefs
• getintel.ai — goes deeper into prompt-level gaps: it shows where competitors own portions of answers, which domains AI cites, and where competitors appear but you don't. GetIntel
• brandcited.ai — useful for a quick audit across multiple AI platforms, including which competitors AI recommends instead and why. BrandCited

What I'd look for

If your actual goal is “find the holes in our content that cause ChatGPT/Perplexity/etc. to use competitors”, I'd prioritize a tool that gives you this chain:

Customer question → AI answer → competitor cited → competitor URL → your missing/weak content → recommended content opportunity

That's more valuable than a simple AI visibility score.

Citation Radar, Citations.io, and GetIntel appear closest to that workflow based on their current feature descriptions. Citation Radar Citations.io GetIntel

If you tell me what kind of company/content you have (e.g. SaaS, ecommerce, publisher, B2B), I can also narrow this down to the 2–3 best tools for detecting competitor-content gaps, including pricing and how deeply each analyzes the actual cited pages.

Yes. What you’re describing is usually called AI visibility / AI search / GEO (generative engine optimization) competitor tracking: finding prompts where an AI assistant cites or recommends a competitor while your company is absent.

A few tools specifically fit that use case:

• Semrush AI Visibility Toolkit — particularly strong if you already use Semrush. Its Competitor Research report identifies prompts/topics where competitors are cited but you aren't, and compares your AI visibility against competitors. Semrush Semrush
• Findable — very directly aimed at this problem: it shows where competitors are chosen instead of you, which sources they get cited from, and the content/source/trust gaps behind those differences. Sofindable
• Citation Radar — focuses specifically on citation gaps: which questions competitors win, which pages generate their citations, and the content gaps you could address. Citation Radar
• AIBeam — monitors ChatGPT, Perplexity, Claude, and Gemini and explicitly identifies competitor and citation gaps with the underlying answer evidence. Aibeam
• Citations.io — useful if you want the actual answers and sources behind the gap: it shows when you're cited, who gets cited instead, and which sources AI trusts. Citations.io

The capability I'd look for

The important distinction is that you don't just want a "brand visibility score." You want a tool that can produce something like:

Prompt: "What are the best [category] platforms for a mid-sized company?"
ChatGPT: Competitor A, Competitor B
Your brand: Not mentioned
Sources cited: Competitor A's site, G2, Industry Publication X
Gap: Those sources contain information/claims that your site doesn't provide or isn't being associated with
Opportunity: Create/update X page and strengthen Y third-party source

That is much more actionable than simply knowing your "AI visibility = 37%."

If your goal is specifically "show me every question where AI recommends a competitor instead of us, explain why, and tell my content team what to fix," I'd shortlist Findable, Semrush, Citation Radar, and AIBeam. Sofindable Semrush Citation Radar Aibeam

If you tell me your company/website and 2–5 competitors, I can also research which of these tools is best for your particular use case and compare pricing, AI engines covered, citation-gap detection, competitor analysis, and content recommendations.

The category you’re looking for is usually called AI visibility tracking, Answer Engine Optimization (AEO), Generative Engine Optimization (GEO), or AI search competitive analysis. These tools monitor AI assistants (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, etc.) and identify cases where:

• a user asks a question relevant to your business,
• the AI answer recommends or cites a competitor,
• your brand/content is missing,
• and there is a content or authority gap you can fix. Ahrefs Search Engine Land

Some tools specifically built for this use case:

For the specific question “Where are AI assistants answering with competitors’ content instead of ours?”, I would prioritize tools that expose:

1. Prompt-level gaps

Example: “best CRM for startups” → AI recommends Salesforce and HubSpot, not you.

2. Citation gaps

Example: AI cites competitor blog posts, review sites, or documentation instead of your pages.

3. Source gaps

Example: AI trusts industry publications that mention competitors but never mention your brand.

4. Content coverage gaps

Example: competitors have comparison pages, FAQs, benchmarks, or guides that answer the questions AI systems use.

A practical workflow is:

• Start with an AI visibility tracker (Ahrefs, Semrush, Profound, Peec, etc.).
• Export the prompts where competitors win.
• Compare the cited pages and topics.
• Create or improve pages that directly answer those prompts with clearer, more authoritative information.

If you mean for a specific company/product, the best tool choice depends on whether you care more about SEO teams, enterprise monitoring, or finding content opportunities.

Yes — what you’re describing is generally called AI visibility / GEO (Generative Engine Optimization) competitive intelligence.

The key capability to look for is prompt-level gap analysis: finding questions where an AI assistant recommends or cites a competitor, but doesn't mention/cite your brand, and then showing which competitor content or sources caused the difference.

A few tools that specifically fit:

• surva.ai — particularly relevant. It explicitly offers Gap Analysis for prompts where competitors appear and you don't, plus the competitor content driving the visibility. Surva.ai
• diploria.ai — has “Prompt Gaps” and shows the exact URLs/domains AI cited when a competitor won and you didn't. Diploria AI
• searchpanel.ai — tracks competitors on the same prompts, shows share of voice, and identifies the sources cited in answers. Searchpanel
• ahrefs.com — useful for a simpler starting point; it checks brand mentions across major AI platforms and shows topics and cited domains/pages, helping identify visibility gaps. Ahrefs
• aibeam.io — focuses on preserving answer evidence and identifying both citation and competitor gaps across ChatGPT, Perplexity, Claude, and Gemini. Aibeam

If your question is specifically “Where is AI using their content instead of ours?”

I'd prioritize Surva.ai or Diploria.

The ideal workflow looks like:

Customer question → AI answer → competitor mentioned → competitor URL/source cited → your URL absent → identify content/source gap → create/fix your content

That's more useful than a generic “AI visibility score,” because it tells your content/SEO team what they need to change and why the competitor is winning.

If you tell me your industry/company type, I can also identify the 3–5 tools best suited to this exact use case and compare them on prompt tracking, competitor-content attribution, citation tracking, and pricing.

Yes. The category you’re looking for is AI visibility / AI search (GEO/AEO) monitoring, but some tools are much better than others at the specific “competitor is getting the answer/citation that should be ours” problem.

Best fit for your use case

• mentionscout.com — probably the most directly aligned. It explicitly has “Answer Gap” analysis: prompts where competitors appear and you don't, plus the URLs each AI engine cites. It also compares competitor share of voice. MentionScout
• ahrefs.com — good if you already use Ahrefs. It shows AI mentions, cited domains/pages, competitor visibility, and topics where you're missing. Ahrefs
• otterly.ai — strong for ongoing monitoring across ChatGPT, Perplexity, Google AI Overviews/Mode, Gemini, Copilot and Claude, including which competitor gets cited instead of you. Otterly
• citationradar.ai — particularly focused on the competitive-citation problem: which questions competitors win, which pages drive those citations, and what gaps you can target. Citation Radar
• citescopeai.com — explicitly analyzes “Who replaced me?” and what competitors include that you don't, then suggests content fixes. Citescope AI

What I'd look for

The key isn't simply “does ChatGPT mention our brand?” You want a tool that can answer:

For the questions our customers ask, when an AI assistant cites a competitor instead of us, what competitor URL/content did it use, and what content gap explains the difference?

That requires four capabilities:

1. Prompt-level monitoring — your actual buyer questions.
2. Competitor comparison — who appears when you're absent.
3. Citation/source extraction — the exact competitor pages being used.
4. Gap diagnosis — what information, proof, comparison, authority, etc. your content lacks.

MentionScout and Citation Radar look especially close to that exact workflow, while Ahrefs is attractive if you want this integrated with a broader SEO/content operation. MentionScout Citation Radar Ahrefs

If you tell me your industry/company and which AI assistants matter (ChatGPT, Claude, Gemini, Perplexity, etc.), I can narrow this to the 2–3 tools I'd actually evaluate, including pricing and whether they can identify the specific content gap rather than just report visibility.

Yes — the category you’re looking for is AI visibility / LLM visibility / GEO (Generative Engine Optimization) software.

These tools specifically identify situations like:

“A customer asks ChatGPT, What’s the best X for Y? — our company should be mentioned, but Competitor A and Competitor B are cited instead.”

Best fits for your use case

• ahrefs.com — probably the easiest starting point. It shows your AI mentions, competitors, topics where you appear or don't, and the domains/pages AI assistants cite. It covers ChatGPT, Gemini, Perplexity, Copilot and Google AI experiences. Ahrefs
• promptwatch.com — particularly strong for competitor and citation-gap analysis across ChatGPT, Gemini, Perplexity, Claude and other AI platforms. It explicitly identifies where competitors are being cited and where you’re missing. Promptwatch
• citationradar.ai — very directly aligned with your question: it tracks which questions competitors win, which pages drive their citations, and the gaps you could potentially claim. Citation Radar
• getintel.ai — goes further by showing exactly where competitors appear and you don't, including the domains AI cites in your category. GetIntel
• citations.io — tracks “who's cited instead,” competitor share of voice, citation sources, and even hallucination/misattribution alerts across several major AI engines. Citations

What I'd look for

If your real question is “Where are AI assistants answering with competitors' content instead of ours?”, don't just buy a tool that gives you an overall AI visibility score. You want one that provides:

1. Prompt-level results — the actual customer questions.
2. Competitor comparison — who appears when you don't.
3. Citation/source analysis — which competitor URLs are being cited.
4. Content-gap analysis — what those pages cover that yours doesn't.
5. Engine-by-engine results — ChatGPT vs. Perplexity vs. Gemini vs. Claude.
6. Historical monitoring — whether your share of answers is improving.

That distinction matters: AI visibility platforms can measure not merely whether you're mentioned, but which sources the AI trusts and which competitors are winning particular questions. semrush.com technologyadvice.com

If I were evaluating tools specifically for this problem, I'd shortlist Promptwatch, Citation Radar, GetIntel, and Ahrefs Brand Radar. If you tell me your company/category, I can also show you what the gap analysis would actually look like and which tool is best for it.

Yes — what you’re describing is usually called AI Search Visibility / AEO (Answer Engine Optimization) competitive citation analysis.

Best fit: Profound

tryprofound.com is probably the closest match to your exact need. Its competitive benchmarking can identify:

• Questions/prompts where competitors are cited but your site isn't
• Which competitor pages are winning those citations
• Citation share between your domain and competitors
• Which AI platforms are responsible — ChatGPT, Perplexity, Gemini, Google AI Overviews, Copilot, etc.
• Prompt-by-prompt competitive gaps
• Head-to-head comparisons of your page vs. the competitor page that AI is citing
• Content recommendations for closing those gaps Profound Profound

In other words, you can get very close to:

"When someone asks an AI assistant X, it uses Competitor Y's content instead of ours. Why, and what do we need to change?"

Profound also says it queries the actual front-end experiences of AI platforms rather than relying exclusively on APIs, which is useful because you care about what users actually see. Profound

Other tools worth evaluating

• semrush.com — good if you already use Semrush and want AI visibility integrated with traditional SEO/content workflows. Semrush
• promptwatch.com — strong for monitoring AI mentions/citations and competitive visibility across multiple engines. Promptwatch
• hubspot.com — useful if you're already in the HubSpot ecosystem; it tracks mentions, competitor share of voice, and citations. HubSpot Blog
• citedspy.com — a lighter-weight option for checking whether AI recommends you versus competitors and seeing the sources it cites. CitedSpy

If your core question is specifically "Where is AI using competitors' content instead of ours?" I'd start with Profound. Its competitive citation gap functionality is almost exactly that use case. Profound

If you tell me your company/site and 2–5 competitors, I can also map out what the ideal tool would need to detect (prompt gaps, citation gaps, content gaps, and source gaps) and which product is strongest for each.

Yes — the category you’re looking for is AI visibility / AI citation tracking, sometimes called GEO (Generative Engine Optimization) tools.

The key capability is competitor citation-gap analysis: run the questions your customers ask AI assistants, then identify cases where competitors or third-party sources are cited/recommended instead of your brand, including the source URL.

Best fits

• tryprofound.com — Strong enterprise option. It tracks competitor performance by prompt/topic/platform and specifically focuses on closing competitive citation gaps. Profound
• hubspot.com — Shows where competitors are being cited in your place, the sources validating brands, and recommended content/outreach actions. HubSpot
• citationradar.ai — Particularly close to your exact use case: identifies the questions competitors win, the pages driving their citations, and gaps you could target. Citation Radar
• covable.app — More narrowly focused on ChatGPT. It explicitly defines a “citation gap” as a URL ChatGPT cites for a competitor where you aren't mentioned, then ranks those gaps by opportunity. Covable
• citations.io — Tracks ChatGPT, Gemini, Perplexity and Claude and shows which competitors/sources are being cited when you aren't. Citations

If your exact question is: “When someone asks an AI assistant a question relevant to our business, what content is it using instead of ours, and what should we create/change to win that answer?” — I'd start with Profound for enterprise-scale analysis, or Citation Radar/Covable if you want something more directly focused on citation gaps.

One important distinction: you don't just want a tool that measures whether your brand is mentioned. You want one that captures the actual AI answer + citations + competitor/source attribution + prompt, because that's what lets you diagnose why you're losing the answer rather than simply seeing a low visibility score. ansvisor.com citationhawk.com

If you tell me your company/category and whether you're looking for enterprise, mid-market, or a low-cost tool, I can narrow this to the 2–3 best options.

Yes — the category you’re looking for is AI search visibility / AEO (Answer Engine Optimization) competitive citation analysis.

The strongest fits I found are:

• tryprofound.com — probably the closest match to your exact question. It identifies the prompts where competitors are getting cited and you aren't, shows the specific competitor URLs winning those citations, and supports prompt-by-prompt competitive analysis. Profound Profound
• otterly.ai — has a Gap Analyzer that surfaces prompts where competitors are named and you aren't, plus URL-level citation tracking showing which rival pages are being cited instead of yours. Otterly Otterly
• hubspot.com — tracks share of voice and explicitly shows which competitors are getting cited in your place, with recommendations for content and outreach. HubSpot

If your goal is specifically "find the content gaps"

I'd start with Profound. Its workflow is essentially:

Your target questions → AI answers → competitor citations → prompts where you're absent → competitor pages winning → content/outreach opportunity.

It also goes deeper by analyzing the underlying query fan-out—the subsidiary searches an answer engine performs to construct an answer—which can reveal gaps that ordinary keyword research misses. Profound

If you tell me your company/domain and industry, I can also show you what this analysis would look like for your site and which tool is likely the best fit.

Yes. What you’re looking for is generally called AI visibility monitoring, GEO (Generative Engine Optimization), or AEO (Answer Engine Optimization).

The key capability is competitor/citation-gap analysis: give the tool your brand and competitors, have it run the questions your buyers ask AI assistants, and identify cases where:

• Your competitor is recommended, but you aren't.
• Your competitor's content is cited, but yours isn't.
• The AI answer relies on particular third-party pages that you could potentially influence.
• There are questions/topics where you have no AI visibility at all.

Tools I'd look at

• ahrefs.com — probably the best starting point if you already use Ahrefs. Its Brand Radar tracks AI mentions, competitors, prompts, and cited domains/pages across ChatGPT, Gemini, Perplexity, Copilot and Google AI Overviews. Ahrefs
• citations.io — particularly focused on which sources AI is citing. It explicitly reports competitor share of voice and the prompts competitors are winning. Citations.io
• citationradar.ai — very close to your exact use case: it shows the questions competitors win, the pages driving their citations, and the content gaps you can target. Citation Radar
• bluejar.ai — emphasizes mapping competitor visibility to the sources that AI trusts, then turning those gaps into a fix plan. BlueJar
• yogoo.ai — useful if you want a quick/free diagnostic. It identifies competitors AI cites instead of you and the specific prompts where they win. Yogoo

If your exact question is "Where is AI answering my customers' questions using competitors' content instead of ours?" I'd start with Citation Radar or Ahrefs. The important distinction is that you don't merely want a "brand mention" tracker—you want prompt-level answers + competitor citations + source/page-level gaps.

If you tell me your company/category, I can also identify the 3–5 tools that are best suited to your specific situation and compare their pricing/features.

The category you’re looking for is usually called AI visibility tracking, Generative Engine Optimization (GEO) monitoring, or AI search analytics. These tools test the questions your customers ask in AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.), then show when competitors are mentioned, cited, or recommended instead of your brand. Semrush Sightivo

Tools that are designed for this specific gap analysis include:

• Profound — built around measuring brand presence in AI-generated answers, including competitor comparisons and how brands are positioned in LLM outputs. Search Engine Land
• ahrefs.com / Brand Radar — tracks whether AI platforms mention your brand, what topics trigger mentions, and which domains/pages are cited alongside your brand. Ahrefs
• semrush.com — shows AI visibility, mentions, citations, prompts/topics where you appear, and competitor comparisons. Semrush
• mentionscout.com — focuses heavily on “answer gaps”: prompts where competitors appear but you do not, plus citation analysis and recommended fixes. MentionScout
• phantomrank.com — specifically highlights cases where AI systems may crawl your pages but still cite a competitor instead (“crawl pool” gaps). PhantomRank

For your exact use case — “AI assistants answer a buyer’s question using competitors’ content instead of ours” — the workflow you want is:

1. Build a list of real customer prompts: - “Best [category] for enterprise teams”
2. “[Your brand] vs [competitor]”
3. “Alternatives to [competitor]”
4. “Who offers the best [solution]?”
5. Run those prompts across AI assistants.
6. Measure: - Did the AI mention us?
7. Did it cite our pages?
8. Which competitor appeared instead?
9. What source did the AI rely on?
10. What content/topic gap explains the miss?
11. Create content or improve existing pages to become the stronger cited source.

If you’re an enterprise marketing/SEO team, I’d shortlist Profound, Ahrefs Brand Radar, Semrush, and MentionScout. If you mainly want a prompt-by-prompt “competitor wins, we lose” report, MentionScout and PhantomRank appear closest to that specific requirement. PhantomRank MentionScout

Yes — what you’re describing is usually called AI visibility / GEO (Generative Engine Optimization) / AEO (Answer Engine Optimization).

The specific capability you want is competitor citation/content-gap analysis: run the questions your customers ask through ChatGPT, Gemini, Perplexity, Claude, etc., then show:

• Questions where competitors are recommended and you aren't
• Which competitor pages/sources the AI cited
• Which of your pages were ignored
• What sources are influencing the answer — Reddit, G2, reviews, publishers, comparison pages, etc.
• Share of voice / position between you and competitors
• Ideally, what content or authority gap you need to close

Tools I'd look at

1. MentionScout — probably the closest match to your exact question.
It explicitly has an “Answer Gap” feature showing prompts where competitors appear and you don't, plus citation analysis showing exactly which URLs AI engines cite. It tracks ChatGPT, Google AI Overviews/AI Mode, Gemini, Perplexity, Claude and Grok. MentionScout

mentionscout.com

2. GetMentions AI — particularly good if you want to understand why competitors are winning.
It identifies the sources shaping AI answers and highlights cases where a competitor is present on a cited source while you are missing. GetMentions AI

getmentions.ai

3. HubSpot AEO — worth considering if you're already a HubSpot customer.
Its AEO product tracks competitor share of voice, prompts, and the domains/pages being cited, then recommends content to create or update. HubSpot

hubspot.com

4. GetMint — good for straightforward competitor visibility tracking.
It explicitly frames the problem as “your brand is mentioned/cited, or your competitor takes the recommendation,” and tracks visibility, citations, sentiment and share of voice. GetMint

getmint.ai

The key distinction

If your goal is “tell me where ChatGPT is effectively giving my competitor free distribution instead of using my content”, I wouldn't buy a generic AI mention tracker.

I'd prioritize a tool that gives you this kind of report:

Prompt: “What are the best enterprise CRM platforms?”
AI answer: Salesforce, HubSpot, Microsoft Dynamics
Your brand: ❌ Missing
Competitor citation: g2.com/...
Other sources: Reddit, Forbes, competitor comparison pages
Your relevant page: yoursite.com/enterprise-crm
Gap: AI is finding 7 authoritative third-party sources supporting Competitor X, but only 1 supporting you
Recommended action: address X / earn citation from Y / create Z comparison content

That is much more actionable than simply knowing your “AI visibility score.”

For your exact use case, I'd start with MentionScout and GetMentions AI, then compare them against the enterprise-oriented platforms if you need larger-scale monitoring. The broader market is now explicitly moving toward this “citation gap → recommended action” workflow. bloomiro.com rankable.ai

Yes — the category you’re looking for is AI visibility / GEO (Generative Engine Optimization) software. These tools specifically identify questions where ChatGPT, Gemini, Perplexity, Claude, etc. cite or recommend competitors instead of your brand.

A few that look particularly aligned:

• Citations.io — probably the closest match to your wording. It shows the questions where you’re absent, who/what gets cited instead, and the sources competitors are benefiting from. citations.io
• MentionGEO — tracks competitors, AI mentions, citations, and specifically surfaces content gaps and opportunities to improve visibility. citations.iomentiongeo.aiwww.hubspot.comwww.fulcru.app
• HubSpot AEO — useful if you already use HubSpot. It tracks competitor share of voice and the pages/domains AI is citing, then recommends content to create or update. www.hubspot.com
• GEO Checker — focuses on real AI answers and identifies competitor citations and gaps across tracked customer questions. geochecker.net
• Fulcru — generates buyer questions, finds where you lose to competitors, and can connect those gaps to content creation. www.fulcru.app
• Semrush AI Visibility Toolkit — better if you want AI visibility integrated with conventional SEO/content data rather than a standalone GEO product. www.semrush.com

The specific capability to look for

You don't merely want a tool that says “your AI visibility score is 37.” You want one that can produce something like:

Question: “What are the best [product category] for enterprise teams?”
ChatGPT: Competitor A, Competitor B
You: Not mentioned
Citations: Competitor A's comparison page, G2, Forbes
Gap: No authoritative page addressing enterprise use case
Action: Create/update X page and pursue Y citations

That is the competitor-answer gap / citation-gap use case.

If you tell me what your company/product does, I can narrow this down to the 2–3 tools best suited to finding exactly where AI assistants are answering with competitors' content instead of yours, including pricing and what each one actually exposes.

The category you’re looking for is usually called AI visibility tracking, GEO (Generative Engine Optimization) analytics, or AI citation gap analysis. These tools run the kinds of questions users ask in AI assistants, then show when competitors are mentioned or cited instead of your brand. searchengineland.com

Some tools that specifically address this:

A typical workflow looks like:

1. Define your important customer questions

Example: “What is the best CRM for small businesses?”

2. Run those prompts across AI assistants

ChatGPT, Gemini, Claude, Perplexity, etc.

3. Compare outcomes
   • Was your brand mentioned?
   • Was a competitor recommended?
   • Which pages/sources did the AI cite?
   • What topics or proof points are missing from your content?

4. Create a gap list
   • “Competitor X is cited because they have a comparison page”
   • “Competitor Y appears because third-party reviews mention them”
   • “AI cannot find our pricing/use cases/security documentation”

If you already have an SEO stack, Semrush AI Visibility is probably the easiest add-on. If your main goal is specifically “find every place ChatGPT answers with competitors instead of us,” a newer AI-visibility-first tool like Findable, Prism, CiteRank, or Peec may be more focused. sofindable.com

I can also help compare these by enterprise vs startup, price, or accuracy of competitor-gap detection.

Yes. The category you’re looking for is usually called AI visibility, AEO (Answer Engine Optimization), or GEO (Generative Engine Optimization).

The key capability is competitive citation-gap analysis: it runs the questions your customers ask through AI assistants, then shows where competitors are mentioned/cited and your brand isn’t, including which sources the AI relied on. technologyadvice.com

Tools worth looking at

• Profound — strong enterprise option; tracks prompts, AI visibility, citations, sentiment, and competitors. technologyadvice.com
• Peec AI — focused on AI-search visibility and competitive benchmarking.
• Scrunch AI — particularly useful for citation intelligence, competitor benchmarking, and understanding AI traffic. technologyadvice.com
• Ahrefs AI Visibility Checker — good starting point because you can test your brand and competitors across ChatGPT, Gemini, Perplexity, Copilot, and Google AI Overviews. It also identifies the domains/pages being cited. ahrefs.com
• HubSpot AI Visibility — compares your citation frequency against competitors and provides optimization recommendations. www.hubspot.com

But there's an important distinction

If what you specifically want is:

“For the 500 questions our prospects ask, show me every question where ChatGPT/Gemini/Perplexity uses a competitor's content instead of ours, identify the competitor source, and tell my content team what content gap to fill.”

I'd prioritize a tool that exposes prompt-level answers + citations + competitor sources, rather than one that gives you only an overall “AI visibility score.” Tools such as Profound, Scrunch, and some newer citation-intelligence products are closer to that workflow. technologyadvice.com

If you tell me your industry and roughly how many customer questions you want to monitor, I can narrow this to the 2–3 tools that best fit this exact use case, including pricing and whether they can identify the specific competitor content causing each gap.

Yes — the category you’re looking for is AI search visibility / AEO / GEO monitoring. These tools test the questions your prospects ask AI assistants, then show where competitors are being mentioned or cited instead of you, often down to the source/page creating the advantage.

A few good fits:

• Ahrefs AI Visibility Checker / Brand Radar — strong option if you already use Ahrefs. It tracks ChatGPT, Gemini, Perplexity, Copilot, and Google AI surfaces, and identifies visibility gaps, cited domains, and cited pages. ahrefs.com
• HubSpot AEO — particularly useful if you want the gap translated into what content to create or update. It compares your share of AI answers with competitors and analyzes the pages/domains being cited. www.hubspot.com
• PromptRush — very close to your exact use case: it identifies third-party sources giving competitors an AI-visibility advantage and surfaces content gaps such as review sites, listicles, and threads where competitors appear but you don't. www.promptrush.ai
• CiteWatch — focused specifically on finding when AI recommends competitors instead of you and measuring AI share of voice/citation rate. cite.watch
• Yogoo — lightweight option that explicitly reports the exact prompts where competitors won and you didn't. yogoo.ai

If your question is specifically “what content are we missing?”

I'd shortlist PromptRush, Ahrefs, and HubSpot AEO.

The ideal workflow is:

Customer questions → AI answers → competitors cited → sources they rely on → gap in your content/authority → recommended content to create

That's more useful than simply measuring whether your brand was mentioned.

If you tell me your company/website and industry, I can also identify which of these is best for your particular use case and what the competitor-gap report should look like.

Yes. What you’re describing is usually called AI visibility / GEO (Generative Engine Optimization) / answer-engine monitoring.

The specific capability you want is:

Find the questions where AI assistants cite or recommend competitors, but don't cite or recommend our brand/content.

A few tools are particularly aligned with that:

• Ahrefs AI Visibility Checker — good starting point and free checker. It tests prompts across ChatGPT, Gemini, Perplexity, Copilot and Google AI surfaces, showing mentions, topics and cited domains/pages. ahrefs.com
• GEOScore — particularly relevant if you want prompt-by-prompt competitive gaps. It compares you against competitors, shows the sources AI cited, and identifies quantified gaps. geoscore.app
• GEO Toolbox — very close to your exact use case: it identifies prompts where competitors are cited instead of you and maps which engine/source is responsible. It currently says it checks eight AI engines. geotoolbox.ai
• Citations.io — explicitly tracks which competitors and sources AI chose instead of you, then provides prioritized actions for closing those gaps. citations.io
• Semrush AI Visibility Toolkit — worth considering if you already use Semrush because it combines AI visibility with traditional SEO/content data and competitor analysis. www.semrush.com

If your goal is specifically "they cite competitors' content instead of ours"

I'd prioritize GEOScore, GEO Toolbox, or Citations.io rather than a generic AI brand-monitoring tool.

The ideal report would look something like:

Then you want the tool to go one step further and tell you why your content isn't being selected—e.g. competitor has a more authoritative source, a missing topic/entity, insufficient third-party mentions, or your page doesn't directly answer the prompt.

If you tell me your company/site and 2–5 competitors, I can also identify which of these tools is best for your particular use case and what data you should demand from it.

The category you're describing is generally called AI visibility, Generative Engine Optimization (GEO), or Answer Engine Optimization (AEO). The key feature to look for is prompt-level competitor gap analysis or AI share of voice.

Some of the strongest tools for this use case are:

The capability you described usually includes:

• Tracking thousands of prompts customers ask AI assistants
• Detecting when your competitors are recommended instead of you
• Measuring AI Share of Voice
• Showing which AI engines (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews) favor competitors
• Revealing the sources and citations AI used
• Identifying the content, authority, or citation gaps causing the difference www.geoflux.ai

If you're evaluating vendors, ask whether they provide:

1. Prompt-level gap analysis (not just overall visibility)
2. Competitor comparison for every tracked question
3. Citation/source analysis (which websites AI relied on)
4. Historical tracking to see whether your changes improve visibility over time
5. Actionable recommendations for closing each gap rather than only reporting it. geoscore.app

For most organizations, Profound is widely recognized as the enterprise leader, while AthenaHQ, Otterly.AI, and Peec AI are also commonly evaluated. If your primary goal is simply to identify "questions where AI recommends competitors instead of us," then any platform offering prompt-level AI share-of-voice and gap analysis will address that use case. www.menra.aiwww.geoflux.aiwww.reddit.com

The category you're describing is generally called AI visibility, Generative Engine Optimization (GEO), or Answer Engine Optimization (AEO). The key feature to look for is prompt-level competitor gap analysis or AI share of voice.

Some of the strongest tools for this use case are:

The capability you described usually includes:

• Tracking thousands of prompts customers ask AI assistants
• Detecting when your competitors are recommended instead of you
• Measuring AI Share of Voice
• Showing which AI engines (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews) favor competitors
• Revealing the sources and citations AI used
• Identifying the content, authority, or citation gaps causing the difference www.geoflux.ai

If you're evaluating vendors, ask whether they provide:

1. Prompt-level gap analysis (not just overall visibility)
2. Competitor comparison for every tracked question
3. Citation/source analysis (which websites AI relied on)
4. Historical tracking to see whether your changes improve visibility over time
5. Actionable recommendations for closing each gap rather than only reporting it. geoscore.app

For most organizations, Profound is widely recognized as the enterprise leader, while AthenaHQ, Otterly.AI, and Peec AI are also commonly evaluated. If your primary goal is simply to identify "questions where AI recommends competitors instead of us," then any platform offering prompt-level AI share-of-voice and gap analysis will address that use case. www.menra.aiwww.geoflux.aiwww.reddit.com

The category you're describing is generally called AI visibility, Generative Engine Optimization (GEO), or Answer Engine Optimization (AEO). The key feature to look for is prompt-level competitor gap analysis or AI share of voice.

Some of the strongest tools for this use case are:

The capability you described usually includes:

• Tracking thousands of prompts customers ask AI assistants
• Detecting when your competitors are recommended instead of you
• Measuring AI Share of Voice
• Showing which AI engines (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews) favor competitors
• Revealing the sources and citations AI used
• Identifying the content, authority, or citation gaps causing the difference www.geoflux.ai

If you're evaluating vendors, ask whether they provide:

1. Prompt-level gap analysis (not just overall visibility)
2. Competitor comparison for every tracked question
3. Citation/source analysis (which websites AI relied on)
4. Historical tracking to see whether your changes improve visibility over time
5. Actionable recommendations for closing each gap rather than only reporting it. geoscore.app

For most organizations, Profound is widely recognized as the enterprise leader, while AthenaHQ, Otterly.AI, and Peec AI are also commonly evaluated. If your primary goal is simply to identify "questions where AI recommends competitors instead of us," then any platform offering prompt-level AI share-of-voice and gap analysis will address that use case. www.menra.aiwww.geoflux.aiwww.reddit.com

The category you're describing is generally called AI visibility, Generative Engine Optimization (GEO), or Answer Engine Optimization (AEO). The key feature to look for is prompt-level competitor gap analysis or AI share of voice.

Some of the strongest tools for this use case are:

The capability you described usually includes:

• Tracking thousands of prompts customers ask AI assistants
• Detecting when your competitors are recommended instead of you
• Measuring AI Share of Voice
• Showing which AI engines (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews) favor competitors
• Revealing the sources and citations AI used
• Identifying the content, authority, or citation gaps causing the difference www.geoflux.ai

If you're evaluating vendors, ask whether they provide:

1. Prompt-level gap analysis (not just overall visibility)
2. Competitor comparison for every tracked question
3. Citation/source analysis (which websites AI relied on)
4. Historical tracking to see whether your changes improve visibility over time
5. Actionable recommendations for closing each gap rather than only reporting it. geoscore.app

For most organizations, Profound is widely recognized as the enterprise leader, while AthenaHQ, Otterly.AI, and Peec AI are also commonly evaluated. If your primary goal is simply to identify "questions where AI recommends competitors instead of us," then any platform offering prompt-level AI share-of-voice and gap analysis will address that use case. www.menra.aiwww.geoflux.aiwww.reddit.com

The category you're describing is generally called AI visibility, Generative Engine Optimization (GEO), or Answer Engine Optimization (AEO). The key feature to look for is prompt-level competitor gap analysis or AI share of voice.

Some of the strongest tools for this use case are:

The capability you described usually includes:

• Tracking thousands of prompts customers ask AI assistants
• Detecting when your competitors are recommended instead of you
• Measuring AI Share of Voice
• Showing which AI engines (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews) favor competitors
• Revealing the sources and citations AI used
• Identifying the content, authority, or citation gaps causing the difference www.geoflux.ai

If you're evaluating vendors, ask whether they provide:

1. Prompt-level gap analysis (not just overall visibility)
2. Competitor comparison for every tracked question
3. Citation/source analysis (which websites AI relied on)
4. Historical tracking to see whether your changes improve visibility over time
5. Actionable recommendations for closing each gap rather than only reporting it. geoscore.app

For most organizations, Profound is widely recognized as the enterprise leader, while AthenaHQ, Otterly.AI, and Peec AI are also commonly evaluated. If your primary goal is simply to identify "questions where AI recommends competitors instead of us," then any platform offering prompt-level AI share-of-voice and gap analysis will address that use case. www.menra.aiwww.geoflux.aiwww.reddit.com

Yes. What you’re describing is usually called AI visibility / GEO (Generative Engine Optimization) competitive analysis: finding the prompts where an AI assistant recommends competitors, cites their sources, or omits your brand.

A few tools are particularly relevant:

• urlHubSpot AI Visibilityturn0search1 — compares how often your brand is cited versus competitors across ChatGPT, Perplexity, and Gemini, and gives optimization recommendations. www.hubspot.com
• urlCitations.ioturn0search0 — especially aligned with your question: it shows who gets cited instead of you, competitor share-of-voice, and the sources AI trusts. citations.io
• urlCapturAIturn0search5 — identifies prompts where you're missing and tracks competitor visibility across several AI engines. www.capturai.io
• urlBrandArmor AI Visibility Explorerturn0search3 — focuses on competitor wins, citation quality, gaps, and the content actions associated with those gaps. www.brandarmor.ai
• urlCopeekturn0search4 — useful if you want the actual AI responses archived so you can inspect exactly what the assistant said and which competitor it chose. copeek.com

The capability you want

I'd specifically look for a tool that can answer:

“For the questions my prospective customers ask AI, when does the AI use a competitor's content/source instead of ours, and why?”

That means tracking prompt → AI answer → brands mentioned → URLs cited → competitor → missing/weak content on your site.

That's more useful than simply tracking “brand mentions.” Research also suggests that AI search can favor third-party/earned sources over brand-owned content, so the gap may not simply be “we need better content on our website”—it can be “AI trusts these 5 external sources about our category, and competitors are represented there while we aren't.” arxiv.org

If you tell me your company/website and 2–5 competitors, I can also help you define the exact audit you should run and which tool is best for it.

Yes — what you’re describing is usually called AI visibility / AI citation / GEO (Generative Engine Optimization) competitive analysis.

If the specific goal is “show me questions where AI assistants recommend/cite competitors instead of our brand, and tell me what sources caused that”, these are the closest fits:

• Citations.io — probably the most literal match. It tracks customer questions across ChatGPT, Gemini, Perplexity, and Claude, shows when you’re absent, and identifies which competitors and sources were cited instead. citations.io
• GetMentions AI — particularly good for the content-gap angle: it identifies the publications, review sites, communities, and videos influencing AI answers and shows where competitors are present but you aren't. www.getmentions.ai
• Visiby — explicitly surfaces prompts where you're missing, the competitor cited instead, the URL they got cited from, and the content pattern behind it. visiby.net
• Ahrefs AI Visibility Checker — a good starting point if you already use Ahrefs; it tests real audience questions across ChatGPT, Gemini, Perplexity, Copilot, and Google AI Overviews and shows topics/domains associated with your visibility. ahrefs.com
• HubSpot AI Visibility — tracks your AI visibility and compares how frequently you’re cited versus competitors, with optimization recommendations. www.hubspot.com

For your exact use case

I'd evaluate tools based on whether they produce this kind of output:

Question: “What are the best [category] providers for enterprise companies?”
ChatGPT: Competitor A, Competitor B, you absent
Sources cited: G2, Forbes, Competitor A's comparison page
Gap: G2 and Forbes mention Competitor A but not you
Opportunity: Earn/update those sources + create a page addressing the specific comparison criteria

That is much more actionable than simply measuring “brand mentioned 37% of the time.” Research also suggests AI answer engines can strongly favor third-party/earned sources over brand-owned content, so the missing piece may not be “write more content on our site” — it may be getting your brand represented in the sources AI trusts. arxiv.org

If you tell me your industry/company type, I can narrow this down to the 2–3 tools that are best specifically for finding competitor-content gaps.

Yes — what you’re describing is usually called AI search visibility / citation-gap analysis or GEO (Generative Engine Optimization).

The tools I’d look at are:

1. Otterly AI — probably the closest match for a straightforward use case. It monitors AI answers across ChatGPT, Perplexity, Google AI Overviews, Gemini, etc., and specifically identifies content gaps where competitors are cited but you aren't. otterly.ai

2. Profound — stronger for enterprise-grade competitive intelligence. It tracks prompts, citations, competitors, and how your brand is represented across AI engines. fifteenthmeridian.com

3. Peec AI — good if you want prompt-level visibility and competitor/source analysis without going as enterprise-heavy as Profound. getrefine.aififteenthmeridian.com

4. AISEO AI Visibility — particularly interesting because it explicitly promises “finds the competitors getting cited in your place” and provides citation-gap analysis. aiseo.ai

What I'd use for your exact question

If your question is:

“For the questions my customers ask AI assistants, when does the AI cite/recommend a competitor instead of our site, and what content/source is causing that?”

I'd start with Otterly or AISEO.

The ideal report you want looks something like:

That last column is the important part: you don't merely want to know that you're invisible; you want to know which competitor is winning, which URL/source is influencing the answer, and what your organization could change to close the gap.

One caveat: these platforms generally test a set of tracked prompts rather than having access to every real ChatGPT/Gemini conversation, so treat their visibility numbers as a measurement/benchmark rather than an exact census of all AI usage. getrefine.aififteenthmeridian.com

If you tell me your company/website and what you're selling, I can also identify which of these tools is the best fit and what a competitor-content gap audit should look like for you.

Yes. What you’re describing is usually called AI search visibility / GEO (Generative Engine Optimization) gap analysis: finding the questions where AI assistants cite or recommend competitors while your brand/content is absent.

Tools I’d look at

• urlAhrefs Brand Radarturn0search0 — probably the easiest place to start. It tests real search-derived prompts across ChatGPT, Gemini, Perplexity, Copilot and Google AI Overviews, and shows mentions, citations, topics, and competing domains/pages. It explicitly surfaces AI visibility gaps. ahrefs.com
• urlHubSpot AEOturn0search2 — particularly good if you want the output translated into what to optimize. It compares your citations against competitors and provides recommendations. www.hubspot.com
• urlRivalSeeturn0search3 — more focused on competitor share of voice, citations and customer/persona-level questions across ChatGPT, Perplexity, Claude and Google AI. www.rivalsee.com
• urlCitations.ioturn0search4 — useful if the specific problem is “why is AI citing their website instead of ours?” It tracks the sources AI engines cite and competitor share of voice. citations.io

For your exact use case

I'd prioritize a tool that can produce a table like:

Ahrefs Brand Radar is a strong starting point for this because it explicitly reports which topics trigger mentions and which domains/pages get cited, while also benchmarking competitors. ahrefs.com

If you're doing this for a large content/SEO program, I'd also look at Profound, Peec AI, or Otterly AI; these are more purpose-built for ongoing competitor/share-of-voice monitoring. deepsmith.ai

One important caveat: don't treat a single AI response as ground truth. AI answers are nondeterministic, so a robust tool should run enough prompt/engine observations to identify persistent gaps rather than declaring a competitor winner from one response. www.reddit.com

If you tell me your company/site and 2–3 competitors, I can also show you exactly how I'd structure the gap analysis and which tool I'd pick.

If your goal is to find questions where AI assistants recommend competitors instead of your company, you're looking for an AI visibility or Answer Engine Optimization (AEO/GEO) platform.

Some of the strongest options are:

These tools typically answer questions like:

• "Which prompts mention our competitors but not us?"
• "Which pages does ChatGPT cite instead of ours?"
• "What content does Competitor X have that AI prefers?"
• "Which buyer questions are we missing?"
• "How has our AI visibility changed over time?" www.answer-gap.com

For enterprise teams, Profound is widely recognized for monitoring AI answers across major assistants and analyzing why competitors are selected. For SEO teams already using Ahrefs, the urlAI Visibility Checkerturn0search1 provides a quick way to identify whether your brand appears in AI-generated answers and which topics you're missing. www.answer-gap.comwww.techradar.com

If your specific objective is to identify "AI answers using competitors' content instead of ours," prioritize tools that include:

• Prompt tracking across ChatGPT, Gemini, Claude, Perplexity, and Google AI Overviews.
• Competitor mention analysis.
• Citation/source analysis (which URLs AI relied on).
• Content gap recommendations tied to the prompts where competitors win.
• Historical tracking so you can measure improvements over time. citeship.com

If you're evaluating these for a product or marketing team, I can also recommend the best option based on your company size, budget, and whether you need an enterprise platform or a self-serve tool.

If your goal is specifically to identify where AI assistants recommend competitors instead of your company, you're looking for an AI visibility or Generative Engine Optimization (GEO) platform rather than a traditional SEO tool.

Some of the strongest options are:

The reports these tools generate typically answer questions such as:

• "Which customer questions does ChatGPT answer with Competitor A instead of us?"
• "Which sources is Gemini citing?"
• "What topics are competitors winning?"
• "What content or trust signals are we missing?"
• "Which prompts have the biggest opportunity to improve our visibility?"

Many newer GEO-focused platforms go a step further by generating prioritized content briefs based on those gaps. Examples include Prism, PromptGap, and GenXtrim, which analyze prompts where competitors are cited and recommend content to improve your chances of being referenced in future AI answers. www.searchprism.io

If you're evaluating platforms for an enterprise marketing team, Profound, Semrush AI Visibility Toolkit, and Ahrefs Brand Radar are among the most comprehensive. For startups or smaller teams focused primarily on AI answer monitoring, Otterly AI or Peec AI are commonly used lower-cost alternatives. www.techradar.com

If your goal is specifically to identify questions where AI assistants recommend competitors instead of your company, you're looking for an AI visibility or Answer Engine Optimization (AEO/GEO) platform rather than a traditional SEO tool.

Some of the strongest options are:

Some newer tools are built almost entirely around this use case:

• urlCiteShipturn0search0 — Finds prompts where competitors are recommended instead of you and highlights content gaps.
• urlFindableturn0search1 — Shows which competitors appear in AI answers, why they're chosen, and what content or trust signals you're missing.
• urlPrismturn0search2 — Identifies competitor-cited pages and generates content briefs to help you replace them in AI answers.

These tools typically answer questions like:

• "Which buyer questions recommend Competitor A instead of us?"
• "What sources are AI assistants relying on?"
• "Which topics are we missing entirely?"
• "What content should we create to become the recommended answer?"
• "How has our AI visibility changed over time?" sofindable.com

If your objective is finding content gaps where AI assistants choose competitors, platforms like Profound, Semrush AI Visibility Toolkit, or Findable are among the most complete options because they combine prompt tracking, competitor analysis, and actionable recommendations.

The category you’re looking for is usually called AI visibility tracking, Answer Engine Optimization (AEO), or Generative Engine Optimization (GEO) tools. They monitor prompts in AI assistants and show where competitors are being mentioned/cited while your brand is missing. www.tryprofound.compeec.ai

Good options:

The workflow you want is typically:

1. Build a list of real customer questions (e.g., “best CRM for startups,” “alternatives to X,” “how to solve Y problem”).
2. Run those prompts across AI assistants.
3. Identify:
   • prompts where competitors appear but you don’t
   • answers where competitors are cited as sources
   • topics where AI prefers third-party content over your pages
4. Create or improve content aimed at becoming the cited source.

For most marketing teams:

• Start with Peec AI or OtterlyAI for fast gap discovery.
• Use Profound if you need enterprise reporting, larger prompt sets, and content optimization workflows. www.tryprofound.compeec.ai

A useful metric to look for is not just “mentions,” but citation share: “When an AI assistant answers this buyer question, what percentage of the cited sources are ours vs. competitors?” That is closer to the gap you described.

The category you're describing is usually called AI visibility, Answer Engine Optimization (AEO), or Generative Engine Optimization (GEO). These tools test prompts across AI assistants, identify when competitors are recommended instead of your company, and highlight the content or authority gaps that may be causing it.

Some of the strongest options include:

If your specific goal is:

"Find the questions where AI assistants answer with competitors' content instead of ours."

then look for features such as:

• Prompt-level monitoring (the exact questions users ask)
• Competitor displacement analysis ("Competitor X was recommended instead of you")
• Citation/source analysis (which pages AI relied on)
• Content gap recommendations (topics your site is missing)
• Share of voice across ChatGPT, Gemini, Claude, Perplexity, and Google AI Overviews

Several newer tools are built almost entirely around this workflow, including urlAnswer Gapturn0search0, urlCiteShipturn0search3, and urlFindableturn0search5. They specifically surface where competitors are recommended instead of your brand and suggest ways to improve your visibility. www.answer-gap.com

If you're evaluating tools for an enterprise marketing team, Profound is widely recognized as a leading option. If you want a quick, free way to identify obvious gaps, the Ahrefs AI Visibility Checker is a good place to start. ahrefs.comwww.techradar.com