ChatGPT answers, unedited

Yes. What you’re looking for is generally called an AI search visibility / GEO / AEO platform: software that repeatedly asks customer-style questions across multiple AI assistants, records whether your business appears, and shows which websites/sources those assistants cited.

For a local business, these are the most relevant options I found:

What I'd look for specifically

For a local business, don't buy a tool merely because it gives you an "AI visibility score." You want it to answer these questions:

• Am I mentioned?
• Where do I appear in the answer?
• Which competitors are mentioned instead?
• What exact sources/citations did the AI use?
• Does my own website get cited?
• Which directories, review sites, publications, Reddit pages, etc. are being cited?
• Does this change between ChatGPT, Gemini, Claude, Perplexity and Google's AI surfaces?
• Does visibility change by city/location?
• Can I run the same prompt repeatedly and monitor changes over time?

That last point is particularly important. Recent research shows that different AI assistants can produce substantially different local-business recommendations, so monitoring only ChatGPT isn't a complete picture. Visibility Index GetInTheAnswer

My shortlist

If you're evaluating this for one local business, I'd investigate BrightLocal, Citations.io, and GetCited.me first.

If you're managing multiple locations, I'd put Birdeye near the top because its AI Search product explicitly reports visibility at the location level, along with citations, competitors, and the sources being used by AI systems. Birdeye Birdeye Help Center

If your primary objective is "show me exactly what ChatGPT/Gemini/Claude/Perplexity said and every URL they cited", Citations.io is particularly close to that use case: it describes prompt-level answers, citation share, competitors cited instead, and the underlying sources. Citations.io

And if you want something you can test immediately without buying, CitedSpy offers a live checker across several AI/search surfaces and exposes the cited sources. CitedSpy

One important distinction: AI visibility ≠ traditional local SEO rankings. A business can rank well in Google Maps and still have relatively poor visibility in AI answers. BrightLocal's September 2026 study of more than 200,000 localized AI searches found substantial differences between Google Maps visibility and AI-surface visibility. BrightLocal

If you tell me what type of local business you have (dentist, restaurant, HVAC, lawyer, etc.) and whether it's one location or multiple, I can narrow this down to the 3 best platforms and compare their pricing, providers, citation reporting, and local tracking.

Yes. What you’re looking for is generally called an AI visibility / AEO / GEO tracking platform: it runs the same customer prompts across multiple AI assistants and shows whether your business is mentioned, recommended, and which sources/citations the AI used.

For a local business, I’d look at these:

• citations.io — Tracks ChatGPT, Gemini, Perplexity, and Claude. It shows the actual answers, competitors cited instead of you, and the exact domains/pages cited. Starts around $39/month. Citations
• mentionscout.com — Broader coverage: ChatGPT, Claude, Gemini, Perplexity, Grok, Google AI Overviews, and AI Mode. Particularly useful if you want competitor comparisons and the sources behind each answer. MentionScout
• support.birdeye.com — Probably the most relevant established option if you're managing local/multi-location businesses. It provides brand- and location-level reporting and citation share across ChatGPT, Gemini, Perplexity, Google AI Mode/Overviews, Grok and Claude. Birdeye Help Center
• scoutllm.ai — Focuses specifically on buyer questions: whether ChatGPT, Gemini, Perplexity, Google AI Overview and AI Mode mention you, who they recommend instead, and which sources they relied on. Scout LLM
• getintel.ai — Tracks visibility, share of voice, position, citations, competitors, and citation-source intelligence, including which domains AI uses for your category. GetIntel

What I'd want for a local business

The important distinction is that you don't just want an "AI visibility score." You want a dashboard that lets you drill down like:

Prompt: "Best plumbers in Dale City VA for an emergency water leak?"
ChatGPT: Business mentioned? Yes
Citation: Yelp → competitor page
Citation: Your website → no
Perplexity: Business mentioned? No
Gemini: Business mentioned? Yes
Google AI: Business mentioned? Yes
Competitors appearing: A, B, C
Sources repeatedly cited: Yelp, BBB, local news, directories, competitor websites, etc.

That source-level information is what makes the software actionable—you can see where the AI is getting its information and where your business is absent.

For local businesses specifically, Birdeye is worth investigating if you have multiple locations, while Citations.io or MentionScout look more focused if you mainly want an inexpensive monitoring/citation-intelligence layer. Current industry research also shows that local AI visibility extends well beyond ChatGPT, including Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Grok. Locafy

If you tell me what type of local business you have (dentist, HVAC, lawyer, restaurant, etc.) and roughly how many locations, I can narrow this to the 3 best platforms and compare pricing, AI providers, local/geographic tracking, citation-source reporting, and competitor tracking.

For a local business, the type of software you’re looking for is usually called AI visibility tracking, AEO (Answer Engine Optimisation) tracking, or GEO (Generative Engine Optimisation) monitoring. These tools run customer-style prompts across AI assistants and show whether your business appears, whether it is cited, which sources were used, and which competitors appear instead. Citations Local Glyph

Some options:

For a single local business (plumber, dentist, restaurant, salon, trades, etc.), I’d usually look for these features:

• Track the exact customer questions you care about:

• “best plumber near me”
• “emergency plumber in [town]”
• “top-rated [service] in [area]”
• Run them across:

• ChatGPT
• Gemini
• Perplexity
• Google AI search experiences (where available)
• Show:

• Was my business mentioned?
• Was my website cited?
• Which competitor was chosen?
• Which websites/reviews/directories influenced the answer?
• Did the AI give incorrect business details?

A simpler alternative is a spreadsheet-based approach: manually run a fixed set of prompts weekly in each assistant and record mentions, citations, and competitors. Some industry guidance recommends this approach for smaller businesses before paying for software. Pleiades Consultancy

If you tell me the type of local business, country, and whether you need it for one location or multiple locations, I can narrow this to the most suitable tools.

For a local business, the category you’re looking for is usually called AI visibility tracking, AEO (Answer Engine Optimization) tracking, or GEO (Generative Engine Optimization) software. These tools monitor whether AI assistants mention your business, recommend competitors, and which sources they cite. TechRadar

Here are some of the stronger options:

My shortlist for a local business

• Single-location business (dentist, restaurant, contractor, clinic, retail):

Start with Cite AI or Findable AI Visibility. They focus more on local prompts and competitor comparisons rather than enterprise brand reporting. Cite AI Findable

• Multi-location business or agency managing clients:

Look at MentionScout, Citations.io, or GetMint. They are built around dashboards, competitor tracking, and recurring reports. MentionScout Citations GetMint

• Enterprise/local franchise marketing:

Consider Lighthouse or similar AI visibility platforms with broader reporting. Lighthouse

The metrics you want the software to show

For local SEO/AEO, don’t just look for a single “AI score.” The useful metrics are:

1. Prompt visibility

• Example: “best HVAC company near Birmingham”
• Does your business appear?
• Recommendation rate

• How often AI recommends you vs competitors.
• Citation rate

• Which answers include your website, directories, reviews, or articles as sources.
• Citation sources

• Are AI systems using: - your website?
• Google Business Profile?
• Yelp/Tripadvisor/industry directories?
• news articles?
• competitor pages?
• Competitor gaps

• “AI cited competitor X 18 times, your business 3 times.”

For a typical local business, I would prioritize prompt-level answers + cited sources + competitor comparison over a generic AI visibility score. Cite AI Citations

If you tell me the business type (restaurant, law firm, HVAC, medical, retail, etc.) and whether it is one location or many, I can narrow this to the best 2–3 tools.

Yes. The category you want is AI visibility / GEO tracking software—tools that run the same local prompts across multiple assistants and show mentions, rankings, answers, and citation sources.

My shortlist:

• llmmetrix.com — particularly strong for local businesses: tracks ChatGPT, Perplexity, Gemini, Claude, Grok, Meta AI and DeepSeek, with local rankings and cited sources. LLM Metrix
• llmpulse.ai — built around local SEO; tracks prompts, recommendations, citation sources, competitors and share of voice. LLM Pulse
• localglyph.com — simpler option focused on ChatGPT, Google AI Overviews and Perplexity, including the actual responses and cited websites. Local Glyph
• growgence.com — broader brand-level platform with citation tracking and competitor intelligence across ChatGPT, Gemini, Perplexity and Claude. Growgence

For a local business, I'd start with LLM Metrix or LLM Pulse. The critical metric isn't just an “AI visibility score”; you want to see which prompts produce recommendations, which competitors win, and exactly which websites AI cites. Different assistants can produce substantially different local recommendations. visibilityindex.ai

Yes. For a local business, I’d shortlist these:

• brightlocal.com — strongest local-SEO fit. Tracks ChatGPT, Google AI Overviews/AI Mode, competitors, prompts, and the sources AI cites. BrightLocal
• citations.io — particularly good if your priority is citation/source tracking across ChatGPT, Gemini, Claude and Perplexity, with share-of-answer metrics. Citations Citations
• usecite.ai — broader engine coverage, including ChatGPT, Gemini, Claude, Perplexity and Google AI surfaces. Cite AI
• birdeye.com — worth considering for multi-location businesses; provides location-level citation and visibility reporting across several AI platforms. Birdeye Help Center
• llmmetrix.com — explicitly built for local businesses and tracks multiple engines, citations, competitors, and locations. LLM Metrix

My pick: BrightLocal for a typical local business; Citations.io if the main requirement is detailed cross-provider citation intelligence.

The important distinction is that AI visibility is not the same as Google rankings—different assistants can recommend completely different businesses. visibilityindex.ai

Yes. What you’re looking for is generally called AI visibility / GEO (Generative Engine Optimization) tracking: software that repeatedly asks multiple AI assistants about a local business, records the answers, measures whether the business is recommended, and shows the sources/citations behind those answers.

For a local business, I’d shortlist these:

My #1 for a local business: LLM Pulse

llmpulse.ai specifically positions itself for local SEO agencies and tracks whether AI models recommend businesses for location-based queries. It can show the directories, reviews, pages, and other sources AI models cite, plus competitor comparisons. LLM Pulse

That's particularly useful for questions like:

• "Best plumbers near me"
• "Best family dentist in Houston"
• "Which HVAC company should I use in [city]?"
• "Top Mexican restaurants near [neighborhood]"
• "Who are the best personal injury lawyers in [city]?"

If citation sources are the most important thing

I'd also look closely at citations.io. Its dashboard is explicitly built around citation coverage, citation maps, competitors, and the actual AI answers, across ChatGPT, Gemini, Perplexity and Claude. Citations.io Citations.io

For example, you can get insight into:

ChatGPT → recommends you → cites Yelp
Perplexity → recommends competitor → cites local newspaper
Gemini → recommends you → cites your website
Claude → doesn't mention you

That is much more actionable than a generic "AI visibility score."

If you're managing multiple locations

GMBSoftware is worth considering. It tracks six AI/search surfaces and specifically supports per-location prompt sets, so Houston can be measured separately from Dallas, Austin, etc. GMBSoftware

Local Glyph is another interesting option because it is explicitly designed around local businesses and combines AI visibility with accuracy checking—address, phone, hours, services, etc.—while also exposing cited websites and competitors. Local Glyph

What I'd actually choose

• One local business: Local Glyph or LLM Pulse
• Local SEO agency managing clients: LLM Pulse
• Need detailed citation/source intelligence: Citations.io
• Many physical locations: GMBSoftware
• Broader enterprise AI visibility: Veritas or DeepSmith

One important distinction: don't buy a tool merely because it says it tracks "AI visibility." You want it to expose the actual prompt → actual answer → mentioned businesses → cited URLs/domains → competitor → location. That's the data that lets you figure out why an AI assistant is recommending somebody else.

If you tell me whether this is one local business, an SEO agency with multiple clients, or a multi-location company, I can narrow this down to the best 2–3 tools and compare pricing/features.

If you're managing multiple locations

GMBSoftware is worth considering. It tracks six AI/search surfaces and specifically supports per-location prompt sets, so Houston can be measured separately from Dallas, Austin, etc.

The category you are looking for is usually called AI visibility tracking, AEO (Answer Engine Optimization) monitoring, or GEO (Generative Engine Optimization) analytics. These tools measure whether AI assistants mention a local business, what sources they cite, which competitors appear instead, and how performance changes across providers like ChatGPT, Gemini, Claude, and Perplexity. Citations.io SynectGEO

For a local business, these are some of the stronger options:

What I would look for specifically for a local business

A useful dashboard should include:

• AI provider comparison

• ChatGPT
• Gemini
• Claude
• Perplexity
• Google AI Overviews (if relevant)
• Prompt tracking

• “best plumber near me”
• “top-rated dentist in [city]”
• “restaurants near [landmark]”
• Citation/source reporting

• Which websites AI cited
• Whether your website was cited
• Which directories, reviews, news sites, or competitors were used
• Competitor visibility

• Who appears when you do not
• Share of AI recommendations
• Local accuracy checks

• Name, address, phone
• Hours
• Services
• Reviews and listings consistency

For a single-location local business, I would generally start with BrightLocal, Local Glyph, or Citations.io. For a multi-location business or agency managing clients, look at Profound, Otterly.AI, or SERPs. Citations.io Pleiades Consultancy SERPs

If you tell me the type of business (restaurant, dentist, HVAC, law firm, retail, etc.) and whether you manage one location or many, I can narrow this down.

Yes. The category you’re looking for is AI visibility / GEO (Generative Engine Optimization) tracking software. These tools query multiple AI assistants with customer-style questions and show whether your local business is mentioned, recommended, and which sources/citations the AI used.

For a local business, I’d shortlist these:

• lighthouselocal.ai — probably the closest match. Built specifically for local businesses; tracks ChatGPT, Gemini, Claude, Perplexity, and Google AI, shows the actual answers, cited pages, competitors, and local prompts.
• llmpulse.ai — particularly interesting for local SEO agencies. Tracks location-based prompts across ChatGPT, Perplexity, Gemini and Google AI, including directories, reviews and pages cited by the models.
• localseen.ai — designed specifically for local businesses. Shows AI answers word-for-word, visibility scores, competitors and citations across ChatGPT, Claude, Gemini and Google AI.
• localglyph.com — simpler local-focused option; tracks ChatGPT, Google AI Overview and Perplexity, with prompt-level answers, citations, competitors and accuracy issues.
• citations.io — less specifically local, but excellent if your main requirement is citation intelligence. It tracks ChatGPT, Gemini, Perplexity and Claude and shows who/what gets cited instead of you.
• llmmetrix.com — useful if you want broader engine coverage and location-level tracking; it supports local prompts and shows which sources engines cite.

My pick

If you're asking, “When someone asks AI ‘best [service] near me/in [city],’ does my business appear, what competitors appear, and what websites are causing those recommendations?”, I'd start with Lighthouse Local or LLM Pulse.

If your priority is specifically “show me the citation sources across as many AI providers as possible,” I'd look at Citations.io, LLM Metrix, or Reputably. Reputably currently says it tracks ChatGPT, Gemini, Claude, Google AI Overviews and Google AI Mode, including citation/source evidence. Reputably

One important distinction: traditional local SEO tools such as BrightLocal/Whitespark aren't really the same thing. They can tell you about Google rankings, Maps and directory citations, whereas these newer platforms attempt to measure the actual AI answers and their cited sources.

If you tell me what kind of local business you have (e.g. dentist, HVAC, restaurant, lawyer, home services), I can narrow this down to the 3 best options and compare pricing, AI providers, citation tracking, local/“near me” tracking, and agency reporting.

Yes. What you’re looking for is generally called AI visibility / LLM visibility / GEO tracking software: it runs the same local-intent questions across multiple AI assistants, records whether your business appears, and shows the sources/citations those assistants used.

For a local business, I’d shortlist these:

• usecite.ai — probably the closest fit. It is specifically built around local businesses, lets you tag prompts by city/metro, and tracks ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, and Google AI Mode. It extracts the citations behind answers and lets you compare competitors. Cite AI
• llmmetrix.com — strongest local-focused option to investigate. It tracks local prompts such as “best [service] in [city]” across ChatGPT, Perplexity, Gemini, Claude, Grok, Meta AI and DeepSeek, including location-level visibility and the sources AI cites. LLM Metrix
• llmpulse.ai — good if you're an agency managing local clients. It specifically tracks local recommendations and citations across ChatGPT, Perplexity, Gemini and Google AI answers, including directories, reviews and web pages being cited. LLM Pulse
• citations.io — good citation-focused dashboard. It tracks ChatGPT, Gemini, Perplexity and Claude, with a citation map showing the URLs/domains AI engines cite, plus competitor/share-of-voice analysis. Citations.io Citations.io
• birdeye.com — worth considering for multi-location businesses. Its AI Search product includes citation-share, prompt-level and source-type reporting and supports Google AI Mode/Overviews, Grok, Claude and other platforms. Birdeye Help Center
• localglyph.com — simpler local option. It focuses on Google AI Overview, ChatGPT and Perplexity, with prompt-level answers, citations, competitors and accuracy checks against your business information. Local Glyph

What I'd choose

If this is one local business, I'd start with Cite AI or LLM Metrix.

If you're an SEO/local marketing agency managing multiple businesses, I'd look harder at LLM Metrix, LLM Pulse, or Birdeye.

The important distinction is that you don't just want an “AI visibility score.” You want software that gives you the actual evidence behind the score:

Query → AI provider → exact answer → whether your business appeared → competitor(s) appearing → URLs/sources cited → citation frequency → change over time.

That's much more actionable than simply saying “your AI visibility is 62.”

If you tell me what type of local business you have and whether it's one location or multiple, I can narrow this to the 3 best platforms and compare their pricing, AI providers, local/geographic tracking, citation reporting, and agency features.

The category you’re looking for is usually called AI visibility tracking, LLM visibility monitoring, GEO (Generative Engine Optimization) tracking, or AEO (Answer Engine Optimization) software. These tools test customer-style questions across multiple AI assistants and show:

• Whether your business is mentioned or recommended
• Which AI providers mention you (ChatGPT, Claude, Gemini, Perplexity, etc.)
• Which competitors appear instead
• Which websites/sources are cited by the AI answers
• Citation share and trends over time
• The prompts where you win or lose visibility

For a local business, these are some of the more relevant options:

What I would shortlist for a local business

• Single location (dentist, restaurant, contractor, salon, law firm, etc.):

• Reputably or VisibilityIndex.ai — more local-business oriented. Reputably Visibility Index
• Marketing agency managing multiple local clients:

• Citations.io or SERPs — better reporting and competitive tracking. Citations SERPs
• A business trying to improve rankings inside AI answers (not just measure them):

• SynectGEO or Lighthouse — stronger on recommendations and optimization workflows. SynectGEO Lighthouse

Features I would require before buying

For a local business, make sure the tool can:

1. Run your actual customer questions, such as:

• “best plumber near me”
• “top-rated family dentist in [city]”
• “where should I eat for Italian food nearby”
• Show the full AI answer, not just a score.
• Show:

• your business mention
• competitor mentions
• cited URLs
• review sites/directories being used
• missing authority sources
• Track changes monthly so you can tell whether actions (reviews, content, listings, PR mentions) actually improve AI visibility.

A practical stack for many local businesses is:

• traditional local SEO tool (Google Business Profile, rankings, reviews) plus
• an AI visibility tracker like the ones above to monitor ChatGPT/Gemini/Claude/Perplexity recommendations. techradar.com

If you tell me the type of local business (restaurant, HVAC, medical, legal, retail, etc.) and whether you manage one location or many, I can narrow this to the best 2–3 choices.

Yes. What you’re looking for is generally called AI visibility / AI search visibility / GEO tracking: software that repeatedly asks the major AI assistants the questions your customers ask, records the answers, shows whether your business was recommended, and—critically—shows which websites/sources the AI cited.

For a local business, I’d shortlist these:

My first choice for a local business

Lighthouse Local is particularly aligned with what you described. It says it checks ChatGPT, Gemini, Claude, Perplexity and Google AI, shows the actual answers, identifies whether you're mentioned/recommended, identifies which pages were cited, and compares you against competing businesses. Lighthouse Local

That gives you something much more useful than a generic "AI visibility score":

Customer question: “Best HVAC company near me?”
ChatGPT: recommends you #2 → cited Yelp + your website
Gemini: doesn't mention you → cites Angi + competitor
Perplexity: recommends you #1 → cites your website + Google Business Profile
Google AI: recommends competitor → cites competitor's reviews

That's the kind of answer-level + citation-level intelligence I'd want.

If citation sources are your #1 priority

I'd also look very closely at Citations.io. It explicitly tracks whether ChatGPT, Gemini, Perplexity and Claude mention your business and lets you see the answers and the citations behind them. Its dashboard includes visibility, share of answer, citation coverage, competitors and individual prompts. Citations.io Citations.io

If you're an agency managing local businesses

LLM Pulse is worth considering because it is explicitly positioned for local SEO agencies and tracks location-specific prompts across AI providers, including which directories, reviews and pages the models cite. LLM Pulse

Birdeye is more interesting if the business has multiple locations or wants to connect AI visibility with its broader reputation/review operation. Its citation reporting can be viewed at both brand and location level and now includes ChatGPT, Gemini, Perplexity, Claude, Grok and Google AI surfaces. Birdeye Help Center

One important distinction

Don't buy a tool merely because it says it has an "AI visibility score." The valuable capabilities are:

• Actual AI answers, not just a proprietary score
• Provider-by-provider results
• Exact customer prompts
• Which competitors were recommended
• Exact URLs/sources cited by the AI
• Citation frequency/share
• Historical tracking
• Location-specific searches
• Ability to distinguish mentioned vs. recommended vs. cited
• Ideally, explanation of what source/evidence is driving the recommendation

The market is still evolving, and coverage differs considerably. For example, recent local-search research shows that citation behavior can differ substantially among ChatGPT, Perplexity, Gemini, Google AI surfaces, Copilot and Grok, so tracking only ChatGPT isn't sufficient for a serious local strategy. Locafy

If you tell me what type of local business it is (e.g. dentist, restaurant, HVAC, lawyer, med spa) and whether you manage one location or multiple locations, I can narrow this down to the 2–3 best platforms and compare their pricing/features.

My first choice for a local business

Lighthouse Local is particularly aligned with what you described. It says it checks ChatGPT, Gemini, Claude, Perplexity and Google AI, shows the actual answers, identifies whether you're mentioned/recommended, identifies which pages were cited, and compares you against competing businesses. Lighthouse Local

That gives you something much more useful than a generic "AI visibility score":

Customer question: “Best HVAC company near me?”
ChatGPT: recommends you #2 → cited Yelp + your website
Gemini: doesn't mention you → cites Angi + competitor
Perplexity: recommends you #1 → cites your website + Google Business Profile
Google AI: recommends competitor → cites competitor's reviews

That's the kind of answer-level + citation-level intelligence I'd want.

If citation sources are your #1 priority

I'd also look very closely at Citations.io. It explicitly tracks whether ChatGPT, Gemini, Perplexity and Claude mention your business and lets you see the answers and the citations behind them. Its dashboard includes visibility, share of answer, citation coverage, competitors and individual prompts. Citations.io Citations.io

If you're an agency managing local businesses

LLM Pulse is worth considering because it is explicitly positioned for local SEO agencies and tracks location-specific prompts across AI providers, including which directories, reviews and pages the models cite. LLM Pulse

Birdeye is more interesting if the business has multiple locations or wants to connect AI visibility with its broader reputation/review operation. Its citation reporting can be viewed at both brand and location level and now includes ChatGPT, Gemini, Perplexity, Claude, Grok and Google AI surfaces. support.birdeye.com

One important distinction

Don't buy a tool merely because it says it has an "AI visibility score." The valuable capabilities are:

Yes. What you’re looking for is generally called an AI visibility / AI citation tracking platform. It measures whether a local business is recommended or mentioned, which competitors appear, and—most importantly—which websites/directories are being cited as sources across multiple AI assistants.

Best fits for a local business

My first choice for a local business would be cheers.tech. It specifically measures AI recommendations by market, shows competitors, and maps the sources behind answers—including reviews, directories, profiles and local pages. Cheers

For example, you could track prompts such as:

“Best HVAC company in Orland Park”
“Who should I hire for emergency plumbing near me?”
“Best dentist in [city]”
“Top-rated restaurants in [neighborhood]”

Then see something like:

• ChatGPT: Recommended #2 — cited Yelp
• Gemini: Not recommended — competitor #1
• Perplexity: Recommended #3 — cited Google Business Profile + local directory
• Google AI: Recommended — cited your website
• Citation share: 18%
• Competitor citation share: 31%
• Sources you're missing: Yelp, BBB, local publication, industry directory

That last part is particularly valuable for local SEO because AI systems don't rely on just your website. Recent research from BrightLocal found Google Business Profile and Yelp are major sources for local AI answers, alongside directories and industry-specific sites. BrightLocal

If you want the simplest dashboard

citations.io is worth looking at. It explicitly tracks ChatGPT, Gemini, Perplexity and Claude, showing which answers cite you, which competitors get cited instead, and the sources behind the answers. Citations

If you want a broader enterprise platform

birdeye.com is interesting for businesses with multiple locations. Its AI Search reporting includes citation share, prompt-level insights, source trends, and expanded coverage including Google AI Mode/Overviews, Grok and Claude. support.birdeye.com

If you tell me what type of local business you have (e.g., dentist, HVAC, restaurant, lawyer, med spa) and whether it's one location or multiple, I can narrow this down to the 2–3 tools I'd actually consider and compare their pricing/features.

The category you’re looking for is usually called AI visibility tracking, LLM monitoring, GEO (Generative Engine Optimization) software, or AEO (Answer Engine Optimization) tracking. These tools test customer-like questions across AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.), then show whether your local business appears, how it is described, which competitors appear, and what sources/citations the AI used. Citations.io Citatur

For a local business, these are some of the stronger options:

What I’d look for specifically for a local business

Prioritize tools that can answer:

• “When someone asks AI: ‘best [your service] near me,’ do we appear?”
• Which AI assistants mention us? - ChatGPT
• Claude
• Gemini
• Perplexity
• What sources are they citing? - Your website pages
• Google Business Profile signals
• Review sites
• Local directories
• News/articles
• Who wins instead of us?
• What pages or citations should we improve?

My shortlist by use case

• One-location small business: Citations.io or Reputably are probably the closest fit. Citations.io Reputably
• SEO agency managing many local clients: Lighthouse, SERPs, or Synect GEO are more oriented toward reporting and optimization workflows. Lighthouse SERPs SynectGEO
• You mainly care about “why did AI recommend my competitor?”: choose a tool with citation-source extraction and competitor share-of-voice reporting. Citations.io Reputably

A useful setup is to create a tracked prompt set of 20–50 questions customers actually ask, such as:

• “best dentist near [city]”
• “affordable HVAC company in [city]”
• “top-rated [service] near me”
• “who should I hire for [problem]?”

Then monitor monthly whether your business moves into the AI answers and whether the cited sources change. Citatur

If you tell me the type of local business (restaurant, dentist, contractor, law firm, etc.) and whether you manage one location or many, I can narrow this to the best 2–3 tools.

Yes. What you’re looking for is generally called an AI visibility / GEO (Generative Engine Optimization) tracker. It monitors the answers produced by multiple AI assistants, measures whether your local business appears, and—importantly—shows which websites/sources those assistants cite.

Best options I’d look at

My first choice for a local business

LLM Metrix looks particularly relevant. It explicitly supports local queries such as “best [service] in [city]” and “[service] near me,” tracks visibility by location, compares you against local competitors, and shows the sources AI engines cite. LLM Metrix

For example, you could track:

“Best dentists in Portland, Maine”
“Best emergency dentist near Portland”
“Who are the top family dentists in Portland?”
“Dentist accepting new patients in Portland”

Then see something like:

• ChatGPT: You mentioned #2 — cited your website
• Perplexity: You mentioned #4 — cited Yelp
• Gemini: Not mentioned — cited a competitor
• Claude: Mentioned — cited your Google/third-party profile
• Competitor: appearing in 70% of relevant answers
• Most frequently cited sources: Yelp, local publications, directories, Reddit, your website, etc.

That's much more useful than simply having an "AI visibility score."

Citations.io is especially interesting if your main objective is understanding the actual citations. Its dashboard has a citation map showing the URLs/domains/snippets AI engines cite, plus competitor and prompt-level analysis. Citations.io Citations.io

One important distinction

Don't buy a tool merely because it says it tracks “AI mentions.” You want one that separately reports:

1. Mention — did the AI name your business?
2. Position/prominence — were you recommended first or buried in the answer?
3. Citation — did the AI actually link to your website/profile/source?
4. Citation source — what websites is the AI relying on?
5. Competitors — who is getting recommended instead?
6. Location — does the result change for your city/neighborhood?
7. Historical tracking — are you gaining or losing visibility?

That distinction matters because a business can be mentioned but not cited, or cited on one AI platform while a competitor is cited on another.

If you tell me what type of local business you have and the city/market, I can narrow this down to the 2–3 best platforms, including pricing and exactly what each would let you measure.

Yes. What you’re looking for is generally called AI visibility / GEO (Generative Engine Optimization) software—but for a local business, you want one that tracks actual local buyer questions, not just branded searches.

Best fits right now

For your exact wording—“show AI answer performance and citation sources across several assistant providers for a local business”—I'd start with LocalSeen or Cheers.

LocalSeen is particularly interesting because it says it actually queries the engines, stores the answers, shows the answers word-for-word, identifies the sources cited, and combines that with a local map-grid view. It explicitly targets gyms, clinics, restaurants, storefronts and other local businesses. LocalSeen

Cheers goes further into the local-business workflow: it tracks recommendation share by market, competitor mentions, cited sources, reviews, profiles, directories and local pages. Cheers

If you care more about “Why did AI cite that website instead of mine?”, I'd look at Citations.io. It has a citation map showing the URLs/domains/snippets cited for individual prompts, plus competitor citation analysis and an answer archive. Citations.io

What I'd want the dashboard to show

For a local business, the ideal report would look something like:

• Prompt: “Best HVAC company in Anchorage”
• ChatGPT: Recommended #2 — cited Yelp + company website
• Gemini: Recommended #4 — cited Google Business Profile/review sources
• Perplexity: Not mentioned — cited Reddit + local news
• Claude: Recommended #3 — cited Yelp + local directory
• Google AI: Recommended #1
• Overall AI visibility: 62%
• Local share of voice: 18%
• Competitor winning: ABC Heating
• Citation gap: You're missing from 7 sources that competitors appear in
• Next actions: improve reviews, earn local publication mentions, fix directory listings, strengthen service/location pages

That last part—connecting the AI answer back to the sources that influenced it—is the important distinction from ordinary SEO rank trackers.

If you're evaluating these for an agency product or dashboard you're considering building, that's a slightly different question: I can compare the leading platforms by API availability, white-label reporting, local/grid tracking, citation extraction, pricing, and which ones could realistically power your own SaaS.

LocalSeen is particularly interesting because it says it actually queries the engines, stores the answers, shows the answers word-for-word, identifies the sources cited, and combines that with a local map-grid view. It explicitly targets gyms, clinics, restaurants, storefronts and other local businesses. LocalSeen

Cheers goes further into the local-business workflow: it tracks recommendation share by market, competitor mentions, cited sources, reviews, profiles, directories and local pages. Cheers

If you care more about “Why did AI cite that website instead of mine?”, I'd look at Citations.io. It has a citation map showing the URLs/domains/snippets cited for individual prompts, plus competitor citation analysis and an answer archive.

What I'd want the dashboard to show

For a local business, the ideal report would look something like:

The category you’re looking for is usually called AI visibility tracking, AI search visibility, AEO (Answer Engine Optimization) tracking, or GEO (Generative Engine Optimization) software. These tools monitor how a local business appears inside AI assistants (ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews, etc.), including mentions, citations, competitors shown instead, and source pages used by the AI. Locafy Pleiades Consultancy

For a local business, these are some of the stronger options:

What I would look for specifically for a local business

A good tool should let you create prompts like:

• “best plumber near me”
• “top HVAC company in Dallas”
• “where should I get my roof repaired?”
• “best dentist for Invisalign in [city]”

Then it should show:

• ✅ Was my business mentioned?
• ✅ Was my website cited?
• ✅ Which competitors were recommended?
• ✅ Which websites/reviews/directories did the AI trust?
• ✅ Which locations or services are missing?
• ✅ Trend over time

My shortlist by business type

• Single-location small business: Citations.io or Ranklogs are likely the simplest starting points. Citations.io Ranklogs
• Agency managing many local clients: MentionScout or Birdeye are more suited to reporting workflows. MentionScout Birdeye Help Center
• Enterprise / franchises: Birdeye is designed around location-level reporting. Birdeye Help Center

One caution: AI answer tracking is still an emerging category. A tool should show the actual prompts and citations, not just give you a vague “AI visibility score.” Citare

If you tell me the type of local business (restaurant, dentist, contractor, law firm, etc.) and whether it is one location or many, I can narrow this to the best 2–3 choices.

Yes. What you’re looking for is generally called AI visibility / GEO (Generative Engine Optimization) tracking—software that repeatedly asks customer-style questions across AI assistants and records:

• Whether the business is mentioned/recommended
• Its position in the answer
• The exact AI-generated answer
• Which websites/sources were cited
• Which competitors were mentioned instead
• Visibility/share-of-answer by AI provider
• Changes over time
• Ideally, location-specific results such as “best dentist in Brooklyn”

For a local business, these are the tools I’d shortlist:

My top 3 for your use case

1. localseen.ai — best specifically for a local business

It actually queries the AI engines rather than estimating visibility. It stores the answers, shows what the assistant says about the business, identifies the sources cited, and combines this with local/map visibility. It specifically says it's built for local businesses such as restaurants, clinics, gyms and storefronts. LocalSeen

2. llmmetrix.com — best for multi-provider coverage

This is particularly interesting if you want to see ChatGPT vs. Perplexity vs. Gemini vs. Claude vs. Grok vs. Meta AI vs. DeepSeek. It tracks local queries, which businesses are recommended, what the AI says, and which sources each engine cites. It also supports location-level tracking for multi-location businesses. LLM Metrix

3. citations.io — best if citations are the main thing you care about

It tracks ChatGPT, Gemini, Perplexity and Claude and provides a citation feed showing which sources are being cited, competitors being cited instead, and citation share by prompt/provider. Citations

One particularly important distinction

If your goal is something like:

“For best Italian restaurant in Williamsburg, show me what ChatGPT, Gemini, Perplexity and Claude say, whether my restaurant appears, the exact sources they cited, and which competing restaurants those sources are helping.”

then I would favor LocalSeen, LLM Metrix or Cheers over a generic SEO rank tracker.

cheers.tech is especially interesting for service businesses because it explicitly maps AI recommendations back to reviews, directories, local pages and business profiles—the underlying evidence influencing the recommendation. Cheers

If you tell me what type of local business you have (e.g. restaurant, law firm, dentist, HVAC, med spa) and whether it's one location or multiple, I can narrow this down to the best 2–3 platforms and compare their pricing, providers, citation detail, local tracking, and reporting.

Yes. What you’re looking for is generally called an AI visibility / GEO (Generative Engine Optimization) platform—specifically one that can track local, location-specific prompts and show the actual citations/sources behind the answers.

Best fits for a local business

My first choice for a local business would be LLM Pulse or Cheers.

llmpulse.ai specifically says it tracks local prompts across ChatGPT, Perplexity, Gemini and Google AI answers, while showing the directories, reviews and pages that those systems cite. LLM Pulse

cheers.tech is particularly interesting if you're a home-service/local business. It tracks whether you're recommended, cited, mentioned or skipped, compares you with local competitors, and maps AI answers back to reviews, directories, local pages and business profiles. Cheers

If you want maximum AI-provider coverage, geotoolbox.ai says it checks eight engines—including ChatGPT, Perplexity, Gemini, Claude, Google AI, Copilot and Grok—and provides the individual answers and citation map. GEO Toolbox

For a more general brand-level citation tracker, citations.io tracks ChatGPT, Gemini, Perplexity and Claude and explicitly shows which sources were cited and which competitors were cited instead. Citations.io

What I'd want the software to show

For a local business, don't settle for a generic "AI visibility score." You ideally want a dashboard like:

• Prompt: "Best HVAC company in Sioux Falls"
• Location: Sioux Falls, SD
• ChatGPT: You're #2 → cited Google reviews + local directory
• Perplexity: You're #4 → cited your website + BBB
• Gemini: Not recommended → competitor #1
• Claude: Not tracked/available
• Google AI: You're #3
• Citation sources: Google Business Profile, Yelp, BBB, local news, directories, reviews, your website, etc.
• Competitors: Who is appearing instead
• Citation share: % of answers citing your business
• Recommendation share: % of local prompts recommending you
• Trend: 30/60/90 days

That's much more actionable than simply knowing "your GEO score is 62."

If you're evaluating this for an agency or building a reporting product for multiple local-business clients, I'd narrow the shortlist to LLM Pulse, Cheers, and GEO Toolbox. They are closer to the specific "local business + multiple assistants + citations" use case than traditional SEO platforms.

If you tell me what kind of local business (HVAC, dentist, restaurant, law firm, etc.) and whether you're the business owner or an agency managing clients, I can compare the best 5 options by price, number of AI providers, citation/source tracking, local-grid capability, white-label reporting, and API access.

If you want maximum AI-provider coverage, geotoolbox.ai says it checks eight engines—including ChatGPT, Perplexity, Gemini, Claude, Google AI, Copilot and Grok—and provides the individual answers and citation map. GEO Toolbox

For a more general brand-level citation tracker, citations.io tracks ChatGPT, Gemini, Perplexity and Claude and explicitly shows which sources were cited and which competitors were cited instead. Citations.io

What I'd want the software to show

For a local business, don't settle for a generic "AI visibility score." You ideally want a dashboard like:

• Prompt: "Best HVAC company in Sioux Falls"
• Location: Sioux Falls, SD
• ChatGPT: You're #2 → cited Google reviews + local directory
• Perplexity: You're #4 → cited your website + BBB
• Gemini: Not recommended → competitor #1
• Claude: Not tracked/available
• Google AI: You're #3
• Citation sources: Google Business Profile, Yelp, BBB, local news, directories, reviews, your website, etc.
• Competitors: Who is appearing instead
• Citation share: % of answers citing your business
• Recommendation share: % of local prompts recommending you
• Trend: 30/60/90 days

That's much more actionable than simply knowing "your GEO score is 62."

If you're evaluating this for an agency or building a reporting product for multiple local-business clients, I'd narrow the shortlist to LLM Pulse, Cheers, and GEO Toolbox. They are closer to the specific "local business + multiple assistants + citations" use case than traditional SEO platforms.

If you tell me what kind of local business (HVAC, dentist, restaurant, law firm, etc.) and whether you're the business owner or an agency managing clients, I can compare the best 5 options by price, number of AI providers, citation/source tracking, local-grid capability, white-label reporting, and API access.

Yes. What you’re looking for is generally called an AI visibility / AEO / GEO tracking platform. These tools repeatedly ask the major AI assistants the questions your customers would ask, then show whether your business appears, how prominently it appears, who gets cited instead, and which URLs/sources the AI used.

For a local business, I’d shortlist these:

My #1 choice for your use case

citations.io is probably the closest match.

It explicitly tracks the questions your customers ask across ChatGPT, Gemini, Perplexity and Claude, and gives you:

• Visibility/share-of-answer score
• Whether you're mentioned vs. actually cited
• The exact sources/URLs the AI cited
• Which competitors are being cited instead
• Prompt-by-prompt results
• Historical tracking
• Citation maps
• Recommendations for what to improve

Its product documentation specifically describes a Citation Map showing every URL/domain/snippet cited for your tracked prompts. Citations.io Citations.io

If you're managing a local business

I'd actually prioritize citation-level data over a generic "AI visibility score."

For example, you want to be able to ask:

"Best HVAC company near Neenah WI?"

and see something like:

ChatGPT

• Your business: mentioned #2
• Citation: your website
• Competitor: mentioned #1
• Citations: Yelp, Google, competitor website

Perplexity

• Your business: not mentioned
• Competitor A: #1
• Citation sources: BBB, Yelp, competitor website

Gemini

• Your business: mentioned
• Citation: Google Business Profile / website

That tells you why you're losing the AI recommendation, rather than simply telling you that your "AI visibility score" is 43.

One other strong option

getveritas.io is worth looking at if you want AI visibility + competitive share-of-voice + Google AI Overviews. It tracks ChatGPT, Perplexity, Gemini and Google AI Overviews and reports citations and competitor visibility. Veritas Veritas

Proven Cite goes even wider, covering six platforms—ChatGPT, Gemini, Perplexity, Claude, Copilot and Grok—and includes citation tracking, accuracy auditing and competitor benchmarking. Proven ROI

Important distinction

Don't confuse these with traditional local SEO software such as BrightLocal, Semrush local tools, or GBP rank trackers.

Those answer:

"Where does my business rank in Google Maps?"

The software above answers:

"When someone asks an AI assistant for a local business recommendation, does it recommend me, and what sources caused it to do so?"

That's a substantially different metric.

If you tell me what type of local business (dentist, plumber, restaurant, law firm, etc.) and whether you're looking for software for one business or an agency managing 10–100+ clients, I can narrow this down to the 3 best platforms, including pricing and which one gives the best local/Google Maps data.

Yes. What you’re looking for is generally called an AI visibility / GEO (Generative Engine Optimization) platform—but for a local business, you want one that tracks local, high-intent prompts, not just generic brand mentions.

My shortlist

• cheers.tech — best fit for a local business. It specifically tracks whether ChatGPT, Gemini, Perplexity and Google AI recommend you, shows competitors, and maps the answer back to reviews, directories, profiles and local pages. It can break results down by market, service and location. Cheers
• localglyph.com — another particularly local-focused option. Tracks ChatGPT, Google AI Overviews and Perplexity, including the exact AI response, citations, competitors and accuracy issues. Local Glyph
• citations.io — stronger if your main interest is citation-source intelligence. It tracks ChatGPT, Gemini, Perplexity and Claude, showing every cited URL/domain, competitors being cited instead, and archived answers. Citations Citations
• indexly.ai — broader enterprise-style monitoring across ChatGPT, Claude, Gemini, Perplexity, Grok and Google AI Overviews, with citation share, sentiment and AI referral traffic. Indexly
• getveritas.io — tracks ChatGPT, Perplexity, Gemini and Google AI Overviews and compares your citation/share-of-voice performance against competitors. Veritas

What I'd choose

If you're asking:

"When someone asks an AI assistant 'best plumber/dentist/restaurant/lawyer near me', does my business get recommended, and what sources caused the AI to recommend someone else?"

I'd start with Cheers or Local Glyph.

If you're asking:

"Across several LLMs, exactly what websites are being cited, how often is my domain cited, and how does that compare with competitors?"

I'd lean toward Citations.io.

The important distinction is that AI visibility isn't the same as traditional SEO rank tracking. You ideally want to see the actual answer, whether you're mentioned/recommended, the sources cited in that answer, which competitors appear, and the result by city + service + customer intent. That's especially important because citation patterns can change substantially between AI providers and over time. Business Insider Axios

If you tell me what type of local business (e.g. restaurant, dentist, HVAC, law firm, med spa), I can compare the best 3–5 platforms for that specific business, including pricing, AI providers covered, local-search capabilities, and whether they expose the actual citation URLs.

Yes. What you’re looking for is generally called AI visibility / AEO / GEO tracking: software that runs customer-style prompts through multiple AI assistants, records the answer, measures whether your business appears, and—critically—shows which websites/pages the AI cited.

For a local business, I’d shortlist these:

My recommendation for a local business

I'd start with Hypado or Citations.io.

Citations.io is particularly close to your exact requirement. It lets you track the prompts your customers ask across ChatGPT, Gemini, Perplexity and Claude, then see the URLs/domains cited in each answer, competitors that were cited instead, and the actual answer archive. Citations Citations

Hypado is also compelling for local businesses because you can track questions such as “best plumber near me,” “best dentist in Madison,” etc., compare platforms, and see the pages/domains behind citations. hypado.com

If you want maximum AI-provider coverage, MentionScout is worth looking at: it currently advertises tracking across ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Claude and Grok, with the sources behind citations. MentionScout

One important consideration: don't just buy something that gives you an “AI visibility score.” For a local business, I'd want the software to expose at least:

• Prompt: “best [service] in [city]”
• AI provider: ChatGPT / Gemini / Perplexity / Google AI, etc.
• Your business: mentioned? recommended? cited?
• Citation URL: exactly which page was cited
• Citation position: first source, second source, etc.
• Competitors: who was recommended instead
• Source domains: Yelp, Google, local publications, directories, competitors, etc.
• Location: city/ZIP/service area
• Historical tracking: whether your visibility/citations are improving
• Actual answer: ideally the complete AI response, not just a score

That's especially important because AI citation patterns can differ dramatically between providers. A 2026 analysis of local-SEO brands, for example, found substantial differences in citation volume across ChatGPT, Perplexity, Gemini, Google AI surfaces, Copilot and Grok. Locafy

If your goal is to build a dashboard for multiple local-business clients, rather than just monitor one business, I'd narrow the field differently: MentionScout, Citations.io, Scrunch, or Semrush are more interesting because agency/competitive reporting becomes important. A recent comparison puts Scrunch at 9 AI platforms, while Semrush covers 5 and focuses more heavily on its existing SEO ecosystem. Payline Data

If you tell me whether you're looking for software to use yourself or software to build into/sell as your own local-business SaaS, I can give you the best 3 options and compare pricing, API access, white-label reporting, local/ZIP tracking, and exact citation data.

Hypado is also compelling for local businesses because you can track questions such as “best plumber near me,” “best dentist in Madison,” etc., compare platforms, and see the pages/domains behind citations. hypado.com

If you want maximum AI-provider coverage, MentionScout is worth looking at: it currently advertises tracking across ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Claude and Grok, with the sources behind citations. MentionScout

One important consideration: don't just buy something that gives you an “AI visibility score.” For a local business, I'd want the software to expose at least:

• Prompt: “best [service] in [city]”
• AI provider: ChatGPT / Gemini / Perplexity / Google AI, etc.
• Your business: mentioned? recommended? cited?
• Citation URL: exactly which page was cited
• Citation position: first source, second source, etc.
• Competitors: who was recommended instead
• Source domains: Yelp, Google, local publications, directories, competitors, etc.
• Location: city/ZIP/service area
• Historical tracking: whether your visibility/citations are improving
• Actual answer: ideally the complete AI response, not just a score

That's especially important because AI citation patterns can differ dramatically between providers. A 2026 analysis of local-SEO brands, for example, found substantial differences in citation volume across ChatGPT, Perplexity, Gemini, Google AI surfaces, Copilot and Grok.

Yes. What you’re looking for is generally called AI search visibility / AEO / GEO software: it monitors whether a local business gets recommended by different AI assistants, what those assistants say, and which websites they cite as sources.

Best options I’d shortlist

LLM Pulse stands out for your exact use case. It explicitly tracks local prompts across ChatGPT, Perplexity, Gemini and Google AI answers, shows the sources AI cites, and lets you compare a business against nearby competitors. LLM Pulse

llmpulse.ai

Local Glyph is another very direct match. It gives a visibility score, platform-by-platform performance, the actual AI response to each prompt, citations, competitors, and accuracy problems with business information. Local Glyph

localglyph.com

If you want to monitor the largest number of AI providers, I'd look closely at Rank Prompt. Its current positioning covers ChatGPT, Perplexity, Google AI Mode/Overviews, Claude, Gemini and Grok, with mention/citation tracking.

rankprompt.com

What I would choose

For one local business, I'd start with:

1. LLM Pulse — best combination of local prompts + competitors + citation sources.
2. Local Glyph — easiest-looking local visibility/citation workflow.
3. Rank Prompt — best if you specifically want lots of AI providers.
4. Scrunch AI — better if you're doing serious AEO/GEO work rather than just local SEO.

One important distinction: don't buy a tool merely because it gives you an “AI visibility score.” The really valuable feature is being able to open a result and see:

Prompt → AI's exact answer → Did it mention the business? → Competitors mentioned → URLs/domains cited → Which source appears repeatedly → Change over time

That source-level information tells you why an AI is recommending a competitor and what you need to improve.

There is also evidence that provider coverage matters: a 2026 analysis of local-SEO brands found substantial differences in citation behavior across ChatGPT, Perplexity, Gemini, Google AI Overviews/AI Mode, Copilot and Grok. Locafy

If you tell me whether this is for your own local business, an SEO agency managing clients, or a software product you're evaluating/building, I can narrow this down to the 3 best platforms and compare their pricing, providers, citation tracking, competitor tracking, API/white-label capabilities, and local-search features.

If you want to monitor the largest number of AI providers, I'd look closely at Rank Prompt. Its current positioning covers ChatGPT, Perplexity, Google AI Mode/Overviews, Claude, Gemini and Grok, with mention/citation tracking.

rankprompt.com

What I would choose

The category you’re looking for is usually called AI visibility tracking, GEO (Generative Engine Optimization) software, or AEO (Answer Engine Optimization) analytics. These tools run customer-style prompts against multiple AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and show:

• whether the business appears in the answer
• ranking/position versus competitors
• which websites, reviews, directories, or pages the AI cited
• citation share and trends over time
• recommended actions to improve visibility

For a local business, these are some of the better fits:

For a single-location local business, I would usually shortlist:

1. ModelMention Local — if the main goal is “Does ChatGPT recommend my business in my city?” modelmention.io
2. Citations.io — if you want a simple dashboard showing “where are we cited and who beats us?” citations.io
3. Lighthouse — if you need agency/client reporting and broader AI search analytics. www.ahoylighthouse.com

When evaluating tools, make sure they can handle local-intent prompts, such as:

• “best plumber near me”
• “top-rated dentist in [city]”
• “best coffee shop for remote work in [neighborhood]”
• “who should I hire for [service]?”

A generic AI visibility score is less useful if it only tests branded searches (“What is Company X?”). For local businesses, the valuable metric is usually share of AI recommendations on non-branded buyer questions. modelmention.io

If you tell me the type of local business (restaurant, HVAC, law firm, medical, retail, etc.) and whether you manage one location or many, I can narrow this to the best 2–3 options.

Yes. What you’re looking for is generally called an AI visibility / GEO (Generative Engine Optimization) platform. These tools run the kinds of questions a customer might ask and show whether the business is mentioned, how it ranks/recommends, which sources are cited, and which competitors appear instead.

For a local business, I’d shortlist these:

My picks

1. Best fit for a local business: Local Glyph

Local Glyph

It specifically tracks local businesses across ChatGPT, Google AI Overviews and Perplexity, lets you open the actual AI responses, see citations, competitors, sentiment and accuracy problems, and breaks visibility down by platform. localglyph.comwww.cheers.tech

That's particularly useful if your questions are things like:

“What's the best HVAC company in Clarksville?”
“Who installs water heaters near me?”
“Best dentist for implants in [city]?”
“Which restaurants have the best reviews?”

2. Best if you want more AI providers: OtterlyAI

OtterlyAI

It covers ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews, Google AI Mode and Microsoft Copilot, and provides citation/source analytics. Its current pricing starts at $29/month. otterly.ai

3. Best for understanding exactly who's getting cited: Citations.io

Citations.io

This one is unusually focused on the question you're asking: it shows which answers cite you, which cite competitors instead, the sources being cited, and your share of answers across ChatGPT, Gemini, Perplexity and Claude. citations.io

One important distinction

Don't just look for a tool that gives you an “AI visibility score.” For a local business, I'd want it to expose the underlying evidence:

Customer prompt → AI provider → exact answer → your position/mention → citation URLs → competitors cited → change over time

That's much more actionable than a score like “AI visibility = 63.”

The reason is that AI recommendations can be influenced by Google Business information, reviews, directories, local pages, news/articles and other third-party sources. A good tool should tell you which of those sources are actually appearing in the AI's answer. localglyph.comwww.cheers.tech

If you tell me whether this is for one local business or an SEO agency managing many businesses, I can narrow this down to the 2–3 best options and compare their pricing, number of prompts, AI providers, citation tracking, and white-label reporting.

Yes. What you’re looking for is generally called an AI visibility / GEO (Generative Engine Optimization) platform—software that repeatedly asks customer-style questions across AI assistants and records whether the business is recommended, mentioned, and cited.

For a local business, I’d shortlist these:

My first choice: Cheers

Cheers AI Visibility Platform

Cheers is particularly interesting for a local business because it doesn't just give you a generic "AI visibility score." It tracks local buyer prompts, tells you whether you're recommended, cited, mentioned, or skipped, and shows the competitors and sources appearing in the answers. It also analyzes things like reviews, profiles, directories, and local pages—the evidence that can affect local AI recommendations. www.cheers.tech

For example, you could track prompts such as:

• "Best dentists in Rancho Santa Margarita"
• "Who are the best emergency plumbers near me?"
• "Best HVAC company in [city]"
• "Who should I hire for [service]?"
• "Best [service] for a reasonable price in [city]?"

Then see something like:

ChatGPT: You #3 → cited Yelp
Gemini: Not recommended → competitor #1
Perplexity: You #2 → cited your website
Google AI: You #4 → cited Google/third-party sources

That is much more useful than simply knowing your website's traditional Google ranking.

If citations themselves are your priority

I'd also look closely at Citations.io:

Citations.io

It explicitly tracks ChatGPT, Gemini, Perplexity and Claude, and its citation map records the URLs/domains AI systems cite, while also showing competitors and the actual AI answers. citations.io

If you want the most AI engines

Zumi is worth considering:

Zumi

It currently says it can track up to nine engines, including ChatGPT, Gemini, Perplexity, Claude, Copilot, Grok, Google AI Overviews, Google AI Mode and DeepSeek, with citation and competitive visibility reporting. www.zumihq.com

One important distinction

I'd avoid buying a tool just because it says it has an "AI visibility score." For a local business, you really want these five things:

1. Location-specific prompts — "best X in [city]," "near me," etc.
2. Multiple assistants — not just ChatGPT.
3. Verbatim answers — so you can inspect what the AI actually said.
4. Citation URLs — exactly which websites AI used as evidence.
5. Competitor comparison — who was recommended instead of you.

Local Glyph, for example, explicitly provides prompt-level answers, citations, competitor comparisons and platform-level visibility, while LLM Pulse is designed around local SEO agencies and local-business recommendations. localglyph.com

If this is for one local business rather than an SEO agency, my ranking would be: Cheers → Local Glyph → Citations.io. If you're managing dozens of local-business clients, I'd look harder at LLM Pulse or Cheers.

Yes. What you’re looking for is generally called an AI visibility / GEO (Generative Engine Optimization) platform. For a local business, I’d prioritize tools that show both whether the business appears in AI answers and the actual websites/sources being cited.

Best fits

For example, localglyph.com specifically lets you inspect visibility, platform-specific mentions, individual prompt responses, citations, sentiment, competitors, and incorrect business information. Local Glyph

citations.io is particularly interesting if your question is "What sources is AI using to answer questions about my business?" It tracks ChatGPT, Gemini, Perplexity and Claude and provides a citation feed plus competitor/source analysis. Citations.io

zumihq.com is the strongest option I found for breadth: it says it can monitor up to nine AI engines and rank the citations driving answers. Zumi

What I'd choose for a local business

If your goal is something like:

"When someone asks ChatGPT, Gemini, Perplexity, etc. Who's the best plumber/dentist/roofer/restaurant near me?, how often do I get recommended, what does the answer say, and what sources caused AI to recommend my competitor?"

I'd shortlist Local Glyph, Cheers, and Citations.io.

The important distinction is that you don't just want a generic AI visibility score. You want the software to expose:

• Prompt: what the customer asked
• Provider: ChatGPT vs. Gemini vs. Perplexity, etc.
• Answer: what the AI actually said
• Mention: whether your business appeared
• Position/recommendation: whether you were first, second, etc.
• Citation: which URL/source the AI relied on
• Competitor: who appeared instead
• Local context: city/service area and ideally geographic variation
• Trend: whether those metrics are improving over time

That's particularly important for local SEO because the same business can perform very differently across AI providers. A recent 2026 study of local-search brands found substantial differences in citation behavior among ChatGPT, Perplexity, Gemini, Google AI surfaces, Copilot and Grok. Locafy

If you're evaluating this software for your own local SEO/marketing business, I can also give you a side-by-side comparison of the 5–10 leading platforms, including pricing, number of prompts, providers, local/grid tracking, citation extraction, API/white-label reporting, and which is best for agencies.

zumihq.com is the strongest option I found for breadth: it says it can monitor up to nine AI engines and rank the citations driving answers. zumihq.com

What I'd choose for a local business

If your goal is something like:

"When someone asks ChatGPT, Gemini, Perplexity, etc. Who's the best plumber/dentist/roofer/restaurant near me?, how often do I get recommended, what does the answer say, and what sources caused AI to recommend my competitor?"

I'd shortlist Local Glyph, Cheers, and Citations.io.

The important distinction is that you don't just want a generic AI visibility score. You want the software to expose:

Yes. What you’re looking for is generally called AI visibility / GEO (Generative Engine Optimization) tracking—software that measures whether a local business gets recommended in AI answers, which competitors appear instead, and which sources/citations the assistants used.

Best fits I found

1. Citations.io — probably closest to your description.
It tracks prompts across ChatGPT, Gemini, Perplexity and Claude and gives you a Visibility Score, citation map, competitor share-of-voice, and verbatim answer archive. Importantly, the citation map identifies the URLs/domains being cited, rather than merely telling you that your business was mentioned. citations.io

2. GetCited.me — very good multi-provider comparison.
It specifically reports mentions, citations, sentiment and share of voice, with tracking across ChatGPT, Gemini, Claude, Perplexity and Google AI Overviews. It also says it uses the providers' official APIs with web search where supported. getcited.me

3. Cheers — I'd investigate this for a local business.
Its positioning is unusually local: it tests buyer prompts by city, service, urgency and intent, measures recommendation share, identifies competitors, and maps the sources behind recommendations to reviews, directories, local pages and business profiles. www.cheers.tech

4. LLM Pulse — worth considering if you're doing local SEO professionally.
It explicitly targets local SEO agencies and tracks whether AI models recommend clients for local searches, including which directories, reviews and pages the models cite. llmpulse.ai

There are also more local-specific products such as NextLocal AI and GetNamed, which focus on auditing a local business across major assistants and identifying the signals that may be preventing recommendations. www.nextlocal.ai

What I'd choose

If your requirement is specifically:

"Show me how my local business performs in AI answers, across several assistants, and show me exactly where those answers got their information."

I'd shortlist:

1. Citations.io — best match for citation/source intelligence
2. Cheers — best match for local/multi-location business intelligence
3. GetCited.me — best match for broad provider comparison
4. LLM Pulse — best match if this is for a local SEO agency managing clients

One important distinction: don't buy a tool merely because it has an "AI visibility score." The valuable feature is the underlying answer archive + citation/source data. A score of 63/100 isn't particularly actionable unless you can drill into which prompts produced that score, what the AI said, which competitors won, and which websites/reviews/directories it cited.

If you tell me whether you're a single local business, an agency managing multiple businesses, or building software for local businesses, I can narrow this down to the 3 best platforms and compare their pricing, API access, local/geo tracking, and citation data.

Yes. What you’re looking for is usually called an AI visibility / GEO (Generative Engine Optimization) platform—specifically one that tracks actual answers, mentions/recommendations, and the URLs cited by each assistant, rather than just traditional SEO rankings.

My shortlist

For a local business, I'd start with Cheers or Local Glyph. Cheers is particularly interesting if you have multiple locations because it reports recommendation share by market/location, shows competitors, and maps the sources influencing an AI recommendation. www.cheers.tech

Local Glyph is more straightforward for a single-location business: it lets you open individual prompts, see the actual AI response, determine whether you were mentioned, and inspect the websites cited in that response. localglyph.com

If your primary concern is "show me exactly which websites are causing ChatGPT/Gemini/Perplexity to recommend my business", I'd also look closely at Citations.io. It explicitly tracks citations across ChatGPT, Gemini, Perplexity and Claude and identifies the sources/URLs being cited instead of you. citations.io

One important distinction

I'd avoid buying a tool merely because it gives you an "AI visibility score." The useful dashboard should let you drill down like this:

Query: "Best Italian restaurants in Coral Gables"
ChatGPT: You're #2
Gemini: Not mentioned
Perplexity: #4
Citations: Yelp, Eater, local newspaper, your website
Competitor citations: TripAdvisor, local guide, competitor website
Opportunity: Get mentioned on X/local source + strengthen Y page

That level of data is much more actionable than a generic "GEO score." Different AI systems also use substantially different source ecosystems, so monitoring only ChatGPT can give you a misleading picture. www.cheers.tech

If you tell me the type of local business (restaurant, dentist, lawyer, HVAC, med spa, etc.) and whether it's one location or multiple, I can narrow this down to the 2–3 best platforms and compare their pricing/features for your specific use case.

Yes. What you’re looking for is generally called AI search visibility / AI answer tracking / GEO software. For a local business, the important distinction is whether it tracks actual answers and their citations, not just whether your brand is mentioned.

My shortlist

Birdeye is particularly interesting because its current Search AI product explicitly provides citation reporting, citation share, prompt-level insights and source-type trends, with coverage expanded to Google AI Mode, Google AI Overviews, Grok and Claude. support.birdeye.comlocalglyph.com

For a single local business, I'd look closely at LLM Pulse, Local Glyph, and Bizl. LLM Pulse, for example, specifically tracks whether AI recommends a local business, location-based prompts, the sources AI cites (directories, reviews, pages, etc.), and nearby competitors. llmpulse.ai Local Glyph similarly lets you inspect individual prompts and the exact AI response. localglyph.com

If your main question is "Who is AI citing instead of me?"

Then I'd prioritize a tool that gives you:

1. Exact customer prompts — e.g. "best dentist near Miami"
2. Exact AI answer
3. Whether your business was mentioned
4. Whether your business was actually cited
5. Every URL/source cited
6. Which competitors were recommended
7. Citation share by AI provider
8. Results by geographic location
9. Historical tracking
10. Competitor comparison

That's important because being mentioned isn't the same as being cited. HubSpot's current AI Search Sensor, for example, separates visibility from citation share, noting that a brand can be frequently mentioned while having relatively weak citation presence. www.hubspot.com

My recommendation

If you're evaluating this specifically for a local business, I'd start with:

🥇 Birdeye — if you want a mature local-business platform and broader reporting.
🥈 LLM Pulse — if you're primarily interested in local AI recommendations and citations.
🥉 Local Glyph / Bizl — if you want something more narrowly focused on local AI visibility.

There's also a newer class of tools such as Lighthouse that go much broader—10+ assistants including ChatGPT, Claude, Gemini, Perplexity, DeepSeek, Qwen, Mistral and others, with citation and competitor analysis. omc.ahoylighthouse.com

One caveat: don't buy based on the number of "AI engines" alone. For a local business, geographic prompt testing and source/citation visibility are much more valuable than simply saying a tool monitors 10–20 models.

If you tell me what kind of local business (restaurant, dentist, HVAC, law firm, med spa, etc.) and whether it's one location or multiple, I can narrow this to the 3 best options and compare their pricing/features.

Yes. What you’re looking for is generally called AI visibility / AEO / GEO tracking: software that runs real customer-style prompts through multiple AI assistants and reports whether your local business is recommended, how it ranks against competitors, and which websites/sources the assistants cite.

For a local business, I’d shortlist these:

My first three to investigate

1. LLM Pulse — best match for local SEO

LLM Pulse

It specifically says it tracks local, location-based prompts across ChatGPT, Perplexity, Gemini and Google AI answers, while showing which directories, reviews and web pages AI systems cite. It also provides competitor comparisons. llmpulse.ai

2. Local Glyph — best if you want a simple local-business dashboard

Local Glyph

It lets you inspect the actual AI response for each prompt, see whether your business was mentioned, identify cited websites, compare competitors, and track accuracy issues such as incorrect hours, address or services. localglyph.com

3. Yext Scout — best for serious multi-location operations

Yext Scout

Scout goes considerably deeper for location-based brands: it reports AI visibility across ChatGPT, Claude, Gemini and Perplexity, competitor performance, citation counts and source domains, geographic performance, and local visibility drivers such as reviews and listings. www.yext.com

If you specifically care about "show me the citations"

I'd also look at Citations.io:

Citations.io

Its dashboard is explicitly built around seeing which answers mention you, which URLs the AI cites, which competitors/sources are cited instead, and citation share by AI engine. It currently covers ChatGPT, Gemini, Perplexity and Claude. citations.io

One important distinction

Don't buy a tool merely because it gives you an "AI visibility score." For a local business, I'd want it to expose the underlying data:

Prompt → AI answer → businesses recommended → your position → citations/URLs → competitor → AI provider → location

For example:

Prompt: "Best HVAC companies in Buffalo NY for emergency service"

ChatGPT:

1. Competitor A
2. Your Business
3. Competitor B

Sources cited:

• Google Business Profile / Maps data
• Yelp
• Your website
• Local news article
• Reddit
• Industry directory

Then you can determine why you're being recommended—or why you're not.

That's much more useful than simply being told "AI Visibility = 62."

Also, this is becoming particularly important for local businesses because AI answers can pull from a surprisingly broad mixture of reviews, directories, social sites, articles and other third-party sources, and those sources can sometimes produce inaccurate business information. www.businessinsider.com

If you tell me the type of local business (dentist, restaurant, HVAC, lawyer, etc.) and whether you have one location or multiple, I can narrow this to the 2–3 tools I'd actually pay for and compare their pricing/features.

Yes. What you’re looking for is generally called AI visibility / AEO / GEO tracking: software that runs realistic customer queries through multiple AI assistants and reports whether your business appears, how it ranks, and which websites/sources those assistants cite.

For a local business, I’d shortlist these:

My recommendation

For one local business, I'd start with Local Glyph. It specifically measures local AI visibility, lets you inspect the actual AI response to each prompt, shows competitors, and identifies the websites AI cited. localglyph.com

Local Glyph

If you want something more oriented toward an SEO agency managing multiple local-business clients, I'd look at LLM Pulse. It tracks location-specific prompts and shows the directories, reviews and web pages AI models are using as sources. llmpulse.ai

LLM Pulse

Birdeye Search AI is particularly interesting if the business already uses Birdeye for reviews/reputation. Its current reporting includes citation share, prompt-level insights and source-type trends, with expanded support for Google AI Mode, AI Overviews, Grok and Claude. support.birdeye.com

Birdeye Search AI

One thing I'd insist on: don't buy a tool that only gives you an "AI visibility score." You want to be able to drill down to something like:

Query: "best HVAC company in [city]"
ChatGPT: Business #3 — cited
Gemini: Not mentioned
Perplexity: Business #2 — cited
Google AI: Business #4 — cited
Sources: Google Business Profile, Yelp, local newspaper, industry directory, competitor comparison page

That underlying answer + citation-source data is much more useful than a single proprietary score.

If you tell me what type of local business you have (restaurant, dentist, HVAC, lawyer, etc.) and whether it's one location or multiple, I can narrow this down to the 2–3 best options and compare their current pricing/features.

Yes. If you mean “show me how a local business performs in AI answers, across multiple AI providers, and show me the actual citation/source websites behind those answers,” there are several tools now built for this.

Best options

My pick for a local business: Yext Scout

Yext Scout

Yext is particularly interesting because it doesn't just give you a generic “AI visibility score.” Scout can report AI rank, visibility, sentiment, and citations, and break performance down by location, query, competitor, and AI model. Yext specifically says it captures the citation count and source domains used in AI answers. www.yext.com

For example, you could see something conceptually like:

Sacramento location
Query: “best HVAC company near me”

ChatGPT: #3 — cited
Gemini: #7 — mentioned
Perplexity: not mentioned
Claude: #4 — cited

Sources AI used: Yelp, your website, BBB, local news site, etc.
Competitor cited instead: Competitor X
Citation gap: missing from source Y

That's much closer to what I think you're asking for than a traditional SEO rank tracker.

Uberall is another strong choice

Uberall GEO Studio

Uberall's GEO Studio specifically reports mentions, citations and share of voice, with breakdowns by location and competitor. It also provides a source breakdown showing the sites influencing AI's view of your business, including domains/pages and social sources. uberall.com

Uberall is particularly compelling if you're already managing Google/Apple/Yelp listings and reviews, because its AI visibility product sits on top of that local-listing infrastructure. uberall.com

Birdeye is worth considering for local service businesses

Birdeye Search AI

Birdeye's newer Search AI product has a dedicated Citations report with citation-share metrics, prompt-level insights, source trends and competitive analysis. Its coverage now includes ChatGPT, Gemini, Perplexity, Claude, Google AI Mode/Overviews and Grok. support.birdeye.com

That's especially attractive if the business also needs review/reputation management.

If you want something simpler/cheaper

Citations.io

Citations.io focuses specifically on answering:

• Does AI mention my business?
• Does it cite my business/site?
• What sources does AI cite instead?
• Which competitors are winning?
• Which prompts/models are you losing?

It currently tracks ChatGPT, Gemini, Perplexity and Claude. citations.io

One important distinction

There are really two different products in this category:

1. AI visibility monitoring
“Where does AI mention/cite my business?”

2. Local presence optimization
“Fix my listings, reviews, structured data, local pages and other sources so AI has better information to use.”

For a local business, I'd favor a platform that does both. Yext and Uberall are particularly strong here. AI systems don't necessarily use your website as their sole source; they can cross-reference directories, maps, reviews and other sources. uberall.helpjuice.com

If you tell me what kind of local business it is (e.g. dentist, HVAC, restaurant, lawyer, med spa) and whether you're looking for this for one business or an SEO agency managing many businesses, I can narrow this down to the 2–3 best platforms and compare their pricing/features.

Yes. What you’re looking for is usually called AI visibility / GEO (Generative Engine Optimization) tracking—software that runs the same local-intent questions across multiple AI assistants and records whether your business appears, how it is described, competitors mentioned, and which websites the AI cites.

My shortlist for a local business

Local Glyph is probably the closest match to your wording. It explicitly tracks a local business across ChatGPT, Google AI Overviews and Perplexity, lets you open the exact AI response, see whether you're mentioned, inspect the cited websites, identify competitors, and flag inaccurate business information. localglyph.com

Local Glyph

Citations.io is particularly interesting if your priority is citation intelligence. It tracks ChatGPT, Gemini, Perplexity and Claude and shows which sources are being cited instead of simply giving you a generic AI visibility score. It also reports competitor/source information. citations.io

Citations.io

Lighthouse is worth looking at if you want the broadest coverage. It says it queries 10+ AI assistants and provides visibility, sentiment, citation tracking, competitor benchmarking and page-level recommendations. www.ahoylighthouse.com

Lighthouse AI Visibility

What I would measure

For a local business, I wouldn't just track "AI visibility score." I'd want the dashboard to show:

1. Prompt — e.g. "best HVAC company near Sanford FL"
2. Assistant — ChatGPT / Gemini / Perplexity / Google AI
3. Was my business mentioned?
4. Position/order of recommendation
5. Sentiment / description accuracy
6. Was my website cited?
7. Every external source cited — Yelp, BBB, local publications, directories, Reddit, etc.
8. Competitors mentioned
9. Citation frequency over time
10. Which sources competitors get cited from that you don't

That's important because the assistants don't necessarily rely on the same sources. Research specifically examining local-business AI search found meaningful differences between ChatGPT, Gemini, Perplexity and other AI systems. www.cheers.tech

If you're choosing one

I'd rank them:

🥇 Local Glyph — best if this is primarily a local business / local SEO problem.
🥈 Citations.io — best if citation/source tracking across several assistants is the core requirement.
🥉 Lighthouse — best if you want many AI providers and a more comprehensive AI-visibility platform.

One important distinction: tools like these are measuring AI answers, not traditional Google Maps rankings. For local SEO, you ideally want the AI layer combined with Google Business Profile, reviews, directory/citation management and traditional local-rank tracking. Current local-search research also suggests that optimizing only for ChatGPT can miss important visibility on Google AI surfaces and Perplexity. localglyph.comlocafy.com

If you tell me what type of local business you have (dentist, lawyer, HVAC, restaurant, home services, etc.), I can narrow this down to the best 2–3 tools and compare their pricing, number of prompts, AI providers, citation reporting, and local-search capabilities.

Yes. What you’re looking for is generally called AI visibility / AI search visibility / AEO (Answer Engine Optimization) software.

For a local business, I’d shortlist these:

LLM Pulse is particularly relevant if your goal is something like:

“When somebody asks ChatGPT, Gemini or Perplexity ‘Who are the best plumbers/dentists/roofers near me?’, does my business appear, where does it rank, and what websites are those AI systems using to make the recommendation?”

Its local-SEO offering specifically tracks location-based prompts, AI recommendations, competitors, and the sources AI systems cite. llmpulse.ai

LLM Pulse

Citations.io is probably the most interesting if the citation-source analysis is your priority. It reports which answers mention you, which competitors are mentioned instead, and the URLs/sources the AI engines cite. It currently tracks ChatGPT, Gemini, Perplexity and Claude. citations.io

Citations.io

One important distinction: don't just measure whether your business is mentioned. For local businesses, you want to track:

1. Prompt visibility — are you recommended for “best X near me” queries?
2. Position — #1, #2, #3, etc.
3. Share of recommendations — how often you appear vs. competitors.
4. Citation sources — Yelp, TripAdvisor, BBB, local publications, directories, Reddit, your website, etc.
5. Sentiment/reasoning — why the AI recommends you.
6. Provider differences — ChatGPT vs. Gemini vs. Perplexity vs. Claude.
7. Geographic variation — Albuquerque vs. Santa Fe vs. a particular ZIP code, for example.
8. Citation changes over time — whether the sources influencing the answers are changing.

That last point matters because AI answers aren't deterministic: research in 2026 found substantial variation in citations between repeated searches, so a tool that reports a single “AI visibility score” without repeated measurements can give you a false sense of precision. arxiv.org

If this is for an agency

If you're asking because you want to monitor AI performance for multiple local-business clients, I'd lean toward LLM Pulse first. Its agency product explicitly supports local SEO agencies and client/competitor tracking. llmpulse.ai

If you're asking because you want to build this capability into your own local SEO reporting, I can also give you a comparison of LLM Pulse vs. BrightLocal vs. Semrush vs. Yext vs. Localo vs. dedicated AI-visibility platforms, including pricing, APIs, white-label reports, number of AI engines, citation-level data, and local/“near me” tracking.

Yes. What you’re looking for is generally called AI visibility / AEO (Answer Engine Optimization) tracking—software that runs the same customer prompts through multiple AI providers and records whether your business appears, where you rank/recommendation position, what competitors appear, and which URLs/sources the AI cites.

For a local business, I’d shortlist these:

1. Best fit for a local business: CiteFit

CiteFit

CiteFit is specifically positioned for small businesses. It tracks ChatGPT, Perplexity and Gemini, gives visibility scores, competitor share of voice, and shows when the AI platforms recommend you versus competitors. www.citefit.com

If your question is essentially:

“When someone asks AI for the best plumber/dentist/roofing company/restaurant/etc. around my city, does my business get recommended?”

I'd start here.

2. Best for seeing the actual citations: Citations.io

Citations.io

This is particularly interesting because it shows the actual answers and sources behind them, not just a proprietary visibility score. It tracks ChatGPT, Gemini, Perplexity and Claude and identifies which businesses, publications, directories and other sources are being cited instead of you. citations.io

That's valuable for local SEO because you can discover things like:

“ChatGPT recommends my competitor because it keeps citing Yelp + a local newspaper + their chamber-of-commerce profile.”

That's much more actionable than simply knowing that your "AI visibility score" is 42.

3. DeepSmith — strongest broader coverage

DeepSmith

DeepSmith currently tracks ChatGPT, Gemini, Perplexity, Claude and Google AI Mode, with separate mention rate, citation rate and share-of-voice metrics. It also captures the answers behind those metrics and lets you track competitors. deepsmith.ai

I'd consider this if you're managing several businesses or want more sophisticated reporting.

4. HubSpot AEO

HubSpot AI Visibility

HubSpot's AEO product tracks visibility across ChatGPT, Perplexity and Gemini, including how often you're cited compared with competitors. www.hubspot.com

It's more compelling if the business already uses HubSpot rather than buying it solely for AI visibility.

The important distinction for local SEO

I'd not buy a tool merely because it gives you an "AI visibility score."

You want one that can answer these five questions:

1. Does AI recommend my business?
2. What position am I in? — e.g. #1 recommendation vs #7.
3. Which competitors are being recommended instead?
4. Exactly what URLs/sources did the AI cite?
5. Which local directories/review sites/content are repeatedly influencing those answers?

That last part is especially important. Research into millions of AI citations indicates that AI visibility isn't simply about having a good website; structured/verified information distributed across trusted sources is a major component of what gets cited. www.yext.com

And for local businesses, location matters enormously—the same business can perform differently depending on the city/neighborhood and the wording of the prompt. www.youtube.com

If I were choosing today

For one local business: → CiteFit

For citation/source intelligence: → Citations.io

For an agency managing multiple clients: → DeepSmith

If already heavily invested in HubSpot: → HubSpot AEO

If you tell me what type of local business you have (e.g. dentist, HVAC, attorney, restaurant) and the city, I can also compare the best 3–5 platforms specifically for local AI search, including pricing, number of prompts, geographic/neighborhood tracking, competitors, citations, and reporting.

Yes. What you’re looking for is generally called an AI visibility / AEO (Answer Engine Optimization) platform—software that repeatedly asks customer-style questions across AI assistants and records:

• whether the local business is mentioned/recommended
• where it ranks in the answer
• which competitors are mentioned
• which websites/directories/review sources are cited
• citation/share-of-answer over time
• differences between ChatGPT, Gemini, Perplexity, Claude, etc.
• ideally, results for specific locations and local-intent queries

A few options stand out:

For example, SightGrid explicitly shows per-engine visibility and can identify issues such as missing location-specific pages, LocalBusiness schema, or directory sources. sightgrid.io VisibilityIndex similarly reports the actual evidence behind appearances, including the cited business website and directory sources. visibilityindex.ai

If this is for a local SEO agency

I'd prioritize SightGrid or VisibilityIndex.ai if the business is something like a dentist, HVAC company, lawyer, restaurant, med spa, plumber, etc. You want to be able to ask questions such as:

"best HVAC company in Scottsdale"
"HVAC repair near me"
"who should I call for AC replacement in Scottsdale?"
"best-rated emergency HVAC company near Scottsdale"

…and then see something like:

ChatGPT

• Business mentioned: ✅ #2
• Competitor: #1
• Sources: Yelp, Google/Maps-derived data, company website
• Citation gap: missing Angi

Gemini

• Business mentioned: ❌
• Competitors: 3
• Sources: Google Business Profile ecosystem, Yelp, local publications

Perplexity

• Business mentioned: ✅ #4
• Sources: Yelp + local news + website

That's much more useful for a local business than a generic "AI visibility score."

One important caveat: don't judge a platform solely by a single visibility score. AI answers aren't deterministic; repeated runs of the same query can produce different answers and citations. Research in 2026 has specifically found substantial citation variability across AI search platforms. arxiv.org

If you tell me what type of local business and how many locations you're managing (e.g. "20 dentists across Arizona"), I can narrow this down to the 2–3 best platforms, including pricing and which one gives the best citation/source reporting.

If you mean software that shows how a local business appears inside AI answers (ChatGPT, Gemini, Claude, Perplexity), including whether it is mentioned, what sources are cited, and competitor performance, you are looking for an AI visibility / GEO (Generative Engine Optimization) tracking platform.

Some options:

For a local business, I would prioritize these capabilities:

1. Prompt tracking
   • Example prompts:
     • “Best plumbers near Fayetteville NY”
     • “Top-rated dentists in [city]”
     • “Where should I get my roof repaired?”
   • Track whether the AI recommends your business.

2. Citation/source reporting
   • Shows whether AI answers are pulling from:
     • your website
     • Google Business Profile
     • directories
     • review sites
     • news/articles
     • Reddit/community sources

3. Competitor comparison
   • “AI recommends competitor A 40% of the time, us 8%.”

4. Local entity accuracy
   • Checks name, address, phone, services, reviews, and category consistency.

A practical stack for a local business might be:

• AI visibility tracker: Citations.io or TrackCited
• Local SEO/listing management: Yext or similar
• Website analytics: Google Search Console + analytics platform
• Review monitoring: a reputation management tool

One caution: AI answer tracking is still an emerging category. AI outputs can vary by location, user context, and time, so the best tools measure trends across many repeated prompts rather than treating one answer as a fixed ranking. arxiv.org

If you tell me the type of local business (restaurant, contractor, medical, law firm, retail, etc.) and whether you manage one location or many, I can narrow this to the best-fit tools.

Yes. What you’re looking for is usually called AI search visibility / GEO / AEO tracking: software that repeatedly asks the same customer questions across AI assistants, measures whether the business appears, and records which websites/directories are cited as sources.

Best fits for a local business

1. OtterlyAI — probably the closest match

It tracks prompts across ChatGPT, Google AI Overviews, Google AI Mode, Perplexity, Gemini, Claude, and Microsoft Copilot, and reports:

• Whether your business is mentioned
• Whether your website is cited
• Which URLs/domains are cited
• Competitor mentions
• Visibility/ranking over time
• Citation winners/losers
• Daily monitoring

Otterly specifically added a citation-details system for seeing the sources behind AI answers. otterly.ai

For a local business, you could track prompts such as:

“Best plumbers in Bellevue WA”
“Who should I use for emergency plumbing near Bellevue?”
“Best Italian restaurant near Capitol Hill Seattle”
“Which HVAC companies have the best reviews in Seattle?”

Then see your business vs. competitors and the sources AI is relying on.

2. Semrush — best if you already use SEO software

Semrush's AI visibility tooling is more attractive if you want AI-answer monitoring combined with traditional SEO, keyword, competitor and content data. It is less of a narrowly focused local-AI monitoring product than Otterly, but can make sense for an agency or established SEO operation. A recent comparison also highlighted its AI visibility/perception analysis. www.techradar.com

3. Ahrefs — good for connecting AI visibility to SEO

Ahrefs' Brand Radar focuses on how brands appear in AI-generated answers and connects that with its broader web index. It's particularly interesting if you want to understand which third-party pages are earning citations, rather than just whether your business was mentioned. www.techradar.com

For a local business, there's an important distinction

I'd prioritize a tool that can answer this question:

“When someone asks an AI assistant for the best businesses in my city/category, which sources cause it to recommend my competitors instead of me?”

That's more useful than a generic “AI visibility score.”

For example, you might discover that ChatGPT is repeatedly citing:

• Google Business Profile / Maps
• Yelp
• TripAdvisor
• local newspapers
• industry directories
• chamber-of-commerce pages
• Reddit
• competitor websites
• review sites

That source-level information tells you where your local business needs stronger signals, rather than simply telling you that you're ranking poorly. Local AI visibility is particularly dependent on location, structured information, listings and review signals. www.youtube.com

My recommendation

If you're evaluating this specifically for one local business or a small group of locations, I'd start with OtterlyAI. It currently has unusually broad assistant coverage and explicit citation tracking, with daily monitoring. help.otterly.ai

One caveat: don't treat an AI visibility score as an exact ranking like Google position #3. AI answers are nondeterministic—repeated identical queries can produce different answers and citations—so trends over many queries/days are much more meaningful than one result. arxiv.org

If you tell me what kind of local business you have (e.g. dentist, restaurant, lawyer, HVAC, med spa) and how many locations, I can narrow this down to the 2–3 best platforms and what each would actually show you.

For a local business, you’re looking for an AI visibility / AEO (Answer Engine Optimization) tracking platform. These tools monitor whether your business appears in answers from multiple AI assistants, what sources those assistants cite, and how you compare with competitors. citations.io

Good options to evaluate:

For a local business, I would prioritize these features:

1. Prompt tracking
   • Example: “best plumber near me,” “top dentists in [city],” “best HVAC company in [area]”
2. AI answer capture
   • Saves the exact responses from ChatGPT, Gemini, Perplexity, Claude, etc.
3. Citation/source reporting
   • Shows whether AI is using your website, reviews, directories, news articles, or competitors as sources.
4. Local competitor comparison
   • Shows who AI recommends instead of you.
5. Action recommendations
   • Identifies missing pages, reviews, listings, or authority signals.

For most small local businesses, I’d start with a tool like Citations.io or Bizl for simplicity, while agencies managing multiple clients may prefer a broader dashboard like DeepSmith. citations.io

A practical setup is also to track 20–50 real customer questions monthly and measure:

• % of answers where your business appears
• % where you are recommended in the top choices
• which websites AI cites instead of you
• which local competitors are gaining visibility

AI visibility metrics are still an emerging area, and repeated measurements matter because AI answers and citations can vary between runs. arxiv.org

If you're looking for software that tracks how your local business appears in AI assistants, compares answers across multiple providers, and shows which sources/citations each assistant uses, there are several emerging platforms designed for this. The market is evolving quickly, so features vary.

For local businesses, I'd prioritize these:

1. Otterly.AI – One of the more practical options for tracking prompts over time, monitoring competitors, and seeing which sources AI assistants reference.
2. Profound – Enterprise-grade AI visibility platform with detailed citation tracking across multiple AI answer engines.
3. Scrunch AI – Strong for understanding why your brand is or isn't being mentioned and which third-party sites influence AI answers.

What these platforms typically measure includes:

• Whether your business is mentioned.
• Your ranking or position in AI-generated recommendations.
• Which competitors appear alongside you.
• Which websites and directories AI cites (Google Business Profile, Yelp, industry directories, news, your own site, etc.).
• Changes over time and by location.

One thing worth knowing is that AI assistants often cite third-party sources more frequently than a business's own website, so monitoring citations can reveal which directories, review sites, or articles have the greatest influence on recommendations. Recent industry research has consistently found that citation patterns differ significantly across ChatGPT, Gemini, Claude, and Perplexity. www.yext.com

If your goal is specifically local SEO/AEO (Answer Engine Optimization), you'll also want a platform that can:

• Track prompts like "best dentist near me" or "best HVAC company in Dallas."
• Compare responses across multiple cities.
• Record every cited source.
• Alert you when citations or rankings change.
• Export reports for clients.

If you're an agency managing multiple local businesses, I can also recommend tools built specifically for multi-location AI visibility monitoring rather than enterprise brand tracking.

If your goal is to track how multiple AI assistants (ChatGPT, Gemini, Claude, Perplexity, Copilot, etc.) answer local business questions and see which sources they cite, there are several tools built specifically for that.

Here's a comparison:

For local business recommendation tracking, these newer platforms are especially relevant:

• urlCited (AI Cited)turn0search0 compares recommendations from ChatGPT, Claude, Perplexity, and Google AI, showing which businesses are recommended and the citation patterns behind those recommendations. www.aicited.io
• urlLighthouse Localturn0search9 repeatedly tests local-business prompts across major AI assistants and reports whether your business appears, how often, and which competitors are recommended instead. www.lighthouselocal.ai
• urlCHOIVEturn0search7 records answers from ChatGPT, Claude, Gemini, and Perplexity, then analyzes the public evidence behind each recommendation. choive.com
• urlSearchDockturn0search2 combines traditional SEO metrics with AI citation tracking and provides an "AEO Score" (Answer Engine Optimization) for local businesses. searchdock.io

If you want the most complete analysis, look for software that provides:

• Side-by-side answers from multiple AI assistants
• Citation URLs for every answer
• Share of voice versus competitors
• Prompt history and answer changes over time
• Geographic testing (city or ZIP-specific prompts)
• Sentiment and recommendation ranking
• Exportable reports

For a single-location local business (such as a dentist, attorney, HVAC company, med spa, or restaurant), I'd recommend:

1. Lighthouse Local (best local-business focus)
2. SearchDock (best mix of SEO and AI citation tracking)
3. Profound (best for larger organizations and agencies)
4. Otterly.AI (good entry-level monitoring)

These tools are designed to answer questions like:

• "Did ChatGPT recommend my business?"
• "What sources did Gemini cite?"
• "Which competitor is Claude recommending instead?"
• "Which websites are influencing AI answers the most?"

If your goal is to see how different AI assistants answer questions about a local business—including whether they mention your business, how they rank competitors, and what sources/citations they use—there are several platforms built for this emerging "AI visibility" or "AI search optimization" use case.

Here are some of the better-known options:

For local businesses (restaurants, dentists, law firms, contractors, etc.)

The most useful metrics are:

• Whether your business appears in AI answers
• Which competitors are recommended instead
• Which websites AI cites (your website, Yelp, Google Business Profile, Reddit, local news, etc.)
• Sentiment of the recommendation
• Changes over time
• Performance across:
  • ChatGPT
  • Google AI Mode / AI Overviews
  • Claude
  • Gemini
  • Perplexity
  • Microsoft Copilot (where supported)

If you're an agency managing multiple local businesses

Look for software that offers:

• Scheduled prompt monitoring
• ZIP code or city-specific prompts
• Competitor comparison
• Citation/source tracking
• White-label reporting
• API access

Best choices by use case

• Small local business: Otterly.AI or Peec AI are generally easier to adopt.
• Marketing agency: Profound or Scrunch AI offer more advanced analytics and reporting.
• Enterprise brand: Profound is often chosen for large-scale AI visibility tracking.

One important caveat: no platform can perfectly reproduce every AI response because assistants personalize answers, use different models, and update frequently. These tools typically run standardized prompts across providers and compare the results over time, making them useful for tracking trends rather than guaranteeing exactly what every user will see.

If your business relies heavily on local search (such as healthcare, home services, legal, or hospitality), I can also recommend tools that combine AI answer tracking with traditional local SEO metrics like Google Business Profile rankings, local pack visibility, and review monitoring.

If you want to monitor how multiple AI assistants answer local-business queries, which businesses they recommend, and what sources they cite, there are now several specialized platforms. They differ in maturity and focus.

For a local business, my recommendations would be:

1. Yext – Best overall if your goal is local visibility.
   • Tracks AI mentions across major assistants.
   • Shows which websites and directories AI is citing.
   • Compares your business against competitors.
   • Integrates with listings, reviews, and location data. Yext has also published large-scale research on AI citation behavior across ChatGPT, Gemini, Claude, and Perplexity. www.yext.com

2. Profound
   • Enterprise-grade monitoring.
   • Tracks prompts over time.
   • Shows share of AI recommendations.
   • Excellent if you're managing multiple locations or brands.

3. HubSpot AEO
   • Tracks prompts, competitor visibility, and citation sources across multiple AI engines.
   • Easier to use than enterprise platforms for many small businesses. www.techradar.com

4. PromptRank
   • Designed specifically for local-business AI visibility.
   • Tests the same prompts across ChatGPT, Claude, and Gemini.
   • Records recommended businesses and the citation sources used. www.trypromptrank.com

5. Peec AI
   • Focuses on Answer Engine Optimization (AEO).
   • Tracks how often your brand appears in AI-generated answers.
   • Good competitor comparison dashboards.

Features to look for

If you're evaluating software, prioritize tools that can:

• Run the same prompt across several AI assistants.
• Show which businesses are recommended.
• Record every citation or source used.
• Track results over time.
• Compare competitors.
• Export reports.
• Monitor location-specific prompts such as "best dentist near me" or "HVAC in Phoenix."

If budget is a concern

If you're spending under about $100/month, you can build a lightweight monitoring workflow by:

• Running a fixed set of prompts weekly in ChatGPT, Gemini, Claude, Perplexity, and Copilot.
• Logging recommended businesses.
• Recording all cited URLs.
• Tracking changes in a spreadsheet or dashboard.

This manual approach often provides much of the insight of paid tools for a single-location business, though it requires more ongoing effort.

If you mean “which tools show how a local business appears inside AI assistants (ChatGPT, Gemini, Claude, Perplexity), including the answers produced and the citation sources behind them?”, you’re looking for AI visibility / Generative Engine Optimization (GEO) tracking software.

Some options:

For a local business, I would prioritize these capabilities:

1. Run real customer prompts
   • “Best plumber near me”
   • “Best Italian restaurant in [city]”
   • “Who should I hire for [service]?”

2. Show the actual AI answer
   • Did the assistant recommend you?
   • Which competitors appeared?
   • What wording was used?

3. Reveal citations
   • Which websites did the AI trust?
   • Was it your website, Google Business Profile data, directories, reviews, news articles, Reddit, etc.?

4. Track changes over time
   • Citation share
   • Mention frequency
   • Competitor movement

A practical stack for a local SMB would often be:

• AI visibility tracker (one of the tools above)
• Local SEO platform such as Birdeye if you also need reviews/reputation management; its AI visibility reporting includes mentions, sources cited, and competitor comparisons. birdeye.com
• Manual monthly testing of your highest-value customer questions (because AI answers can change frequently)

One caution: AI visibility scores are still a newer measurement category. The best tools should let you inspect the individual prompt → answer → citation trail, not just give you a single “AI score.” www.reddit.com

If you tell me the business type (restaurant, dentist, contractor, law firm, etc.) and whether you manage one location or many, I can narrow this to the best fit.