ChatGPT answers, unedited

I’d recommend tryprofound.com for this.

It’s particularly well matched to your use case because it:

• Captures AI answers from platforms including ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, Copilot, and others, rather than relying only on API-generated responses. Profound
• Tracks mentions of your business and calculates visibility/share-of-voice metrics over time. Profound Knowledge Base
• Scores sentiment when AI mentions your brand, including positive/negative sentiment and recurring themes such as pricing, quality, or customer service. Profound Knowledge Base Profound
• Shows the actual answers and sources behind the sentiment, which is useful for explaining why your score changed in a client or management report. Profound
• Lets you segment reporting by platform, topic, region, and time period, which is useful for a local business. Profound Knowledge Base

For a local business, I'd set it up around prompts like

• “Best [service] in Hoboken”
• “Best [service] near me”
• “Where should I go for [service] in Hoboken?”
• “What are the highest-rated [business type] in Hoboken?”
• “[Your business] reviews”
• “[Your business] vs [local competitor]”
• “Is [your business] worth it?”

Then report something like:

AI visibility: 34%
AI sentiment: 82% positive
Mentions: 147
Top positive theme: customer service
Top negative theme: price
Most-mentioned competitor: Competitor X
Trend: sentiment +7 pts vs. previous month

Profound's prompt tracking runs daily and can track sentiment, citations, and visibility at the prompt/platform level. Profound

One alternative worth looking at: getmint.ai also explicitly offers AI mention, citation, sentiment, and share-of-voice tracking across major AI models. GetMint

For reporting AI answers about a single local business, though, I'd start with Profound because its sentiment analysis gives you the underlying themes and sources, not just a sentiment number. Profound

If your goal is “find every time AI assistants mention my local business, measure whether the mention is positive/negative, and report trends”, you’re looking for an AI visibility / Generative Engine Optimization (GEO) monitoring tool, not a traditional social listening platform.

A few good options:

For a local business (restaurant, dentist, contractor, retail shop, etc.), I’d prioritize these capabilities:

• Custom local prompts

Example: “best Italian restaurant near me,” “best HVAC company in Baltimore,” “where should I get a haircut near [neighborhood].”

• AI engine coverage

At minimum: ChatGPT, Gemini, Perplexity, Claude, and Google AI results.

• Sentiment classification

Positive/neutral/negative mentions plus the exact wording that caused the score.

• Competitor share of voice

“AI recommends us in 18% of tracked answers vs competitor A at 42%.”

• Evidence capture

Saved AI answers/screenshots so you can show clients or stakeholders why the score changed.

My shortlist:

• Most practical SMB choice: Siftly or MentionScout. Siftly MentionScout
• Best for marketing agencies reporting to clients: GetMint or Shareof.ai. GetMint Shareof.ai
• Best if you care specifically about ChatGPT brand perception: Aiso. Aiso

If you tell me your business type (restaurant, service business, retail, etc.) and whether you need a client-facing report or just internal monitoring, I can narrow it down.

For that use case, I’d start with tryprofound.com.

Why it fits:

• Captures AI answers from major answer engines, including ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, and Copilot. Profound Profound
• Tracks whether your business is mentioned, plus visibility/share-of-voice and competitor comparisons. Profound Knowledge Base
• Scores sentiment and breaks it into positive/negative themes—for example, pricing, service, or quality—and identifies the sources influencing those narratives. Profound Knowledge Base
• Supports reporting: sentiment and visibility can be broken down by platform, topic, and prompt, with trend charts. Profound Knowledge Base

If you're a small/local business

I’d also look at otterly.ai. It is more approachable for straightforward monitoring and explicitly tracks brand mentions, citations, visibility, and sentiment across AI search. Its site currently advertises plans starting at $29/month. Otterly

My pick:

• Profound → best if you need polished reporting, sentiment analysis, competitors, and deeper diagnosis.
• OtterlyAI → better starting point if you mainly want affordable ongoing monitoring for one local business.

One important caveat: AI answers can vary based on location, personalization, and the exact prompt, so for a local business I'd configure prompts such as “best [service] near [city]”, “[service] in [ZIP/neighborhood]”, and competitor-comparison questions rather than only tracking your business name. Otterly specifically notes that location and personalization can cause manual results to differ from monitoring results. Otterly

If you tell me what type of local business you have and your city, I can recommend the best tool/plan and give you a concrete set of AI prompts to track.

For your specific use case, I’d shortlist these:

1. Mettle — best straightforward fit. It captures AI responses mentioning your business, tracks mention rate, sentiment, ranking, and competitors, and archives the underlying answers. It specifically monitors ChatGPT Search, Perplexity, and Google AI Overviews. mettlegeo.com

2. Local Glyph — best if you're focused heavily on local SEO. It tracks local prompts, exact AI responses, visibility, competitor gaps, sentiment and accuracy issues, with reporting-oriented metrics. It's currently in beta. localglyph.commettlegeo.com

3. Adventyx — best for broad AI-engine coverage. It monitors ChatGPT, Gemini, Perplexity, Claude, and Grok, with local queries, visibility trends, competitor comparisons, and sentiment. www.adventyx.ai

My pick: Mettle if your main requirement is “show me what AI is saying about my business and give me a sentiment/visibility number I can put in a report.” If you're an agency producing reports for multiple local-business clients, Tower GEO is worth considering because it explicitly offers white-label client reports and tracks sentiment, mentions, citations, and competitive positioning. towergeo.commettlegeo.com

One thing I'd insist on when evaluating any of them: the tool should let you inspect the actual AI answer behind the sentiment score. Otherwise a “78% positive” metric is difficult to defend in a client report. Mettle, Local Glyph, and Tower GEO all describe answer/evidence-level monitoring. mettlegeo.com

If your goal is specifically “what do AI assistants say about my local business, and is that portrayal positive or negative?”, I’d shortlist these:

1. Livesov — best overall fit. It monitors ChatGPT, Claude, Gemini, Perplexity and Grok, captures the actual answers, and scores each mention for sentiment. It also provides visibility/share-of-voice trends and evidence you can use in reports. Plans reportedly start at $9/month. livesov.com

2. Mentioned Everywhere — best if you're specifically a local service business. It's purpose-built for businesses such as plumbers, HVAC, dentists, law firms and med spas, tracking customer-style local prompts across ChatGPT, Perplexity, Claude and Gemini. www.mentionedeverywhere.com

3. Tower GEO — best for agencies/reporting multiple businesses. It explicitly combines AI mentions, sentiment, competitive positioning and client-ready/white-label reports. towergeo.comlivesov.com

4. Foglift — best if you want deeper analytics/API access. It tracks mention rate, citation rate, sentiment and competitor share of voice across five AI surfaces, with API/CLI/MCP options. Monitoring reportedly starts at $49/month. foglift.io

My pick: start with Livesov if you're one local business and want straightforward sentiment reporting. If you're an agency producing reports for multiple local clients, I'd choose Tower GEO.

One caveat: these tools generally query AI systems with predefined customer questions and analyze the resulting answers; they aren't monitoring private ChatGPT conversations that happen to mention your business. livesov.com

If you tell me your business type (e.g. restaurant, dentist, plumber, law firm) and whether you need one business or multiple clients, I can narrow this to the best 1–2 options and compare pricing/reporting features.

For a local business, I’d shortlist these:

1. Local Glyph — best local-business fit. It specifically tracks local businesses across ChatGPT, Google AI Overviews, and Perplexity, shows the exact AI responses, and provides visibility scoring plus reputation/sentiment-oriented prompt categories. localglyph.com

2. Birdeye Search AI — best if you already manage reviews/reputation. Its Search AI product monitors how businesses appear in AI-generated answers and has a sentiment report with coverage extending to Google AI Mode/Overviews, Grok, and Claude. support.birdeye.com

3. Indexly — best for reporting depth. It tracks mentions, citations, sentiment, and AI referral traffic across ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI Overviews. Sentiment is classified as positive/neutral/negative and tracked over time. indexly.ai

4. Genwolf — interesting lower-cost/open-source-oriented option. It runs recurring prompts across ChatGPT, Gemini, and Perplexity and tracks mentions, citations, and sentiment over time. www.genwolf.ai

My pick

Start with Local Glyph if your primary goal is “How is AI recommending my local business, and is the description positive?” It's unusually tailored to local search rather than generic brand monitoring.

For an agency or a more sophisticated reporting setup, I'd lean toward Indexly because its combination of mention rate + sentiment + citations + AI referral traffic gives you a stronger reporting story. indexly.ai

One important distinction: these tools generally generate and repeatedly run representative prompts rather than literally monitoring every answer ever produced by ChatGPT. So I'd report the metric as something like “AI mention rate across tracked local-intent queries”, not “percentage of all AI answers mentioning us.”

If you tell me your business type (e.g., dentist, restaurant, HVAC, law firm) and whether you're reporting for yourself or clients, I can narrow this to the best 1–2 options and compare pricing/reporting features.

For a local business, I’d recommend OtterlyAI as the best fit.

Why it matches your use case:

• Captures AI answers mentioning your business across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, and Copilot. otterly.ai
• Scores sentiment for the answers that mention you, including a prompt-level sentiment score and deeper response-level analysis. help.otterly.ai
• Tracks competitors, so you can report not just “we were mentioned,” but how often you're mentioned versus competing businesses. otterly.ai
• Supports reporting/API access, including pulling mentions, citations, share of voice, and prompt results into Looker Studio, Power BI, Tableau, or your own reporting stack. help.otterly.ai
• You can create location-relevant prompts such as “best [service] near Bloomington” or “best [category] in Minneapolis,” which is much more useful for a local business than generic brand monitoring.

A good reporting setup

I'd track these five KPIs monthly:

For a local business, I'd also create separate prompt groups for “best near me,” “best in [city],” service-specific searches, reputation questions, and competitor comparisons.

One alternative worth looking at is Local Glyph. It's specifically designed around local AI visibility and tracks ChatGPT, Google AI Overviews, and Perplexity, including prompt-level responses and reputation/sentiment-oriented prompt categories. localglyph.com

My pick: OtterlyAI if you want a mature reporting/benchmarking platform; Local Glyph if your priority is specifically local SEO/GEO for one or a few locations.

If your goal is specifically “find where AI assistants mention my local business, capture the answers, score sentiment, and turn it into reports”, you’re looking for an AI brand monitoring / AI search visibility tool rather than a traditional social listening platform.

A few options:

For a local business, I’d prioritize these capabilities:

1. Custom prompt tracking
   • Example prompts:
     • “best plumbers near Camden NJ”
     • “top-rated coffee shops near me”
     • “who should I hire for [service]?”
   • The tool should rerun these regularly and store the AI answers.

2. Mention context, not just counts
   • “Mentioned positively as reliable”
   • “Mentioned negatively due to pricing”
   • “Not mentioned while competitors were”

3. Sentiment + share-of-voice reporting
   • Positive/neutral/negative trends
   • Competitors appearing in the same answers
   • Which AI engines recommend you most often

4. Exportable reports
   • PDF/CSV dashboards for monthly owner reports or client reporting

My shortlist:

• Simplest SMB choice: AnswerLift or ReplyAnchor replyanchor.comanswerlift.io
• Agency/client reporting: Prism or ShowsUp www.showsup.appwww.searchprism.io
• If you want to build your own dashboard: MentionsAPI provides an API approach for extracting AI mentions and sentiment data. mentionsapi.com

If you tell me your business type (restaurant, contractor, salon, medical, etc.) and whether you need one location or many locations, I can narrow this to the best fit.

For a local business, I’d recommend OtterlyAI.

Why it fits your use case:

• Captures AI answers mentioning your business across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Claude, and Copilot. otterly.ai
• Scores sentiment with a Net Sentiment Score from −100 to +100, plus positive/neutral/negative breakdowns. help.otterly.ai
• Lets you track specific local-intent prompts such as “best plumber near Beaumont” or “most reliable [service] in Beaumont,” rather than just your brand name. Prompts are monitored automatically. help.otterly.ai
• Provides competitor/share-of-voice tracking, so a report can show whether AI recommends you or competing businesses. help.otterly.ai
• For reporting, its API and Looker Studio connector can feed mentions, sentiment, coverage, citations, and other metrics into dashboards and automated client reports. help.otterly.ai

One alternative worth looking at: LocalGlyph is more explicitly focused on local businesses and tracks local AI visibility plus the actual responses from ChatGPT, Google AI Overviews, and Perplexity. localglyph.com However, if sentiment scoring + reporting/API are the priorities, I’d pick OtterlyAI.

For a reporting workflow, I'd track AI mention rate + sentiment score + share of voice + recommendation position + citations, rather than sentiment alone.

If your goal is specifically “find when AI assistants mention my local business, capture the answer, score sentiment, and produce reports”, you’re looking for an AI visibility / GEO (Generative Engine Optimization) monitoring tool, not a traditional review-monitoring platform.

A few good options:

For a local business (restaurant, dentist, contractor, salon, etc.), I’d shortlist:

1. ReplyAnchor — if you want “someone asked AI about me → what did it say → what should I do?” workflows. replyanchor.com
2. Prism — if you mainly need a lightweight report showing whether AI recommends you and whether sentiment is positive. searchprism.io
3. Aiso or Siftly — if you’re an agency managing multiple local businesses and need client-facing dashboards. www.siftly.aiwww.getaiso.com

When evaluating one, make sure it can:

• Run your actual customer prompts (“best plumber near me,” “best Mexican restaurant in [city]”)
• Track location-specific answers (AI results vary by geography)
• Save the full AI response text, not just a score
• Separate positive/neutral/negative sentiment
• Track competitors appearing instead of you
• Export PDF/CSV reports for clients or leadership

For a single local business, I would avoid paying enterprise prices unless you need dozens of locations or monthly client reports. A tool that tracks 50–200 high-intent local prompts is usually enough to reveal whether AI recommends you.

For a local business, I’d shortlist these:

1. Scrunch AI — best overall for reporting. It tracks how your business appears in AI answers and provides prompt-level visibility, sentiment, positioning, competitors, and reporting-oriented analytics.

Scrunch AI

2. Local Glyph — best specifically for local SEO. It monitors ChatGPT, Google AI Overviews, and Perplexity, gives an AI visibility score, shows the exact answers, and lets you categorize prompts around reputation/sentiment. localglyph.com

Local Glyph

3. Mettle — best if sentiment is the key metric. It explicitly captures AI responses mentioning your brand and reports mention rate, sentiment, ranking, and competitor comparisons. mettlegeo.com

Mettle

4. Semrush AI Visibility — best if you already use Semrush. It tracks AI visibility across ChatGPT, Gemini, Perplexity and Google AI, while also analyzing sentiment, narratives and topics associated with your brand. www.semrush.com

Semrush AI Visibility

My pick

For your exact requirement — “capture AI answers mentioning my local business + score sentiment + turn it into a report” — I'd start with Local Glyph if you're primarily a local business, or Scrunch if you're doing more sophisticated marketing/client reporting.

One important caveat: AI answers are nondeterministic, so a single scan isn't a particularly reliable KPI. Repeated prompts over time and reporting the trend is much more meaningful. Recent research specifically finds substantial variability between repeated AI-search responses. arxiv.org

If you tell me what kind of local business you have (restaurant, HVAC, dentist, law firm, etc.), I can narrow this to the best 2–3 tools and their current pricing/features.

For that specific use case, I’d start with OtterlyAI.

Why it fits:

• Captures AI answers from ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Claude and Copilot. help.otterly.aiotterly.ai
• Tracks whether your business is mentioned, cited, and how prominently it appears, with prompt-level reporting. help.otterly.ai
• Its AI visibility reporting includes sentiment/context and competitor comparisons, which makes it useful for a recurring client/business report. help.otterly.aiotterly.ai
• It starts around $29/month and offers a free trial, according to its current site. help.otterly.aiotterly.ai
• You can define prompts around local intent, e.g. “best plumbers near Chelsea MA,” “best Italian restaurants near Boston,” or “who should I hire for X in my area,” then monitor whether your business gets recommended.

One alternative worth considering

AskLab is particularly interesting if sentiment is the main requirement. Its dashboard explicitly exposes Sentiment, Rankings, Responses, Citations and Share of Voice, alongside the actual AI answers. asklab.ai

My pick: OtterlyAI for a small/local business because it looks more mature for ongoing visibility monitoring; AskLab if you want a more sentiment-centric dashboard.

One caveat: AI-answer monitoring is inherently a sampled measurement—the answer can vary by model, query wording, location and time. Recent research on local businesses found substantial variation between AI systems, so I'd report trends over repeated standardized prompts, rather than treating a single AI answer as definitive. arxiv.org

If you tell me what kind of local business you run, I can also suggest the exact 10–20 AI prompts I'd monitor and the KPIs I'd put in a monthly report.

If your goal is “show me what AI says about my local business, how often it recommends me, and whether the wording is positive or negative”, I’d start with OtterlyAI.

OtterlyAI tracks brand mentions across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Copilot and other AI surfaces. It captures the actual AI responses, tracks competitors, citations, visibility, and specifically says it provides sentiment analysis. otterly.ai

Why I'd pick it

• Sentiment: positive/negative framing around your business.
• Mentions: how frequently you're named or recommended.
• Competitors: see who AI recommends instead.
• Exact answers: inspect the actual responses rather than relying on an opaque score.
• Reporting: useful for recurring client/management reports.
• Multi-engine: better than monitoring ChatGPT alone.

For a strictly local-business use case, I'd also look at Local Glyph. It is explicitly built around local AI visibility and tracks how a business appears in ChatGPT, Google AI Overview and Perplexity, with prompt categories including reputation/sentiment. localglyph.com

And MentionGEO is worth considering if sentiment reporting is the priority: its sample reporting explicitly includes mention rate + average sentiment + tracked prompts. mentiongeo.ai

My shortlist:

1. 🥇 OtterlyAI — best overall reporting/monitoring
2. 🥈 Local Glyph — best fit if you're specifically a local business
3. 🥉 MentionGEO — particularly appealing for sentiment/perception reporting

One caveat: AI answers can vary substantially by query, location, personalization, and model, so I'd report trends across a fixed set of local buyer prompts rather than treating a single “sentiment score” as ground truth. Recent research also finds substantial variation between AI systems when recommending local businesses. arxiv.org

If you tell me what kind of local business you have and whether this is for your own reporting or an agency with multiple clients, I can narrow it to the best tool and plan.

For your exact use case, I’d shortlist urlCitationLab AI Monitorturn0search7.

• Captures AI mentions: monitors how your business is mentioned in ChatGPT, Gemini, Perplexity, and Google AI Overviews.
• Sentiment: classifies mentions as positive, neutral, or negative and tracks changes over time.
• Reporting: provides an aggregated view and alerts when the way your business is described changes. citationlab.ai
• Good fit for a local business: you can monitor the actual context around your business rather than simply counting whether your name appeared.

Two alternatives worth considering

• urlVestValeturn0search3 — particularly appealing if you want a simple dashboard with visibility, position, sentiment, competitors, and sources across multiple AI platforms. www.vestvale.com
• urlLocal Glyphturn0search0 — more explicitly focused on local businesses, with prompt-level tracking across ChatGPT, Google AI Overview, and Perplexity, plus reputation/sentiment-oriented prompt categories. localglyph.com

My pick: CitationLab if sentiment reporting is the priority; Local Glyph if local-search visibility is the priority.

If you're reporting to clients, I'd also make sure the tool lets you export the actual AI responses, not just a sentiment score—the underlying answer is much more defensible in a report.

Yes. For your specific use case—a local business, AI-answer mentions, sentiment, and client/reporting—I’d shortlist these:

1. Yext Scout — best fit for local businesses
   • Specifically tests AI searches at the hyper-local level.
   • Tracks mentions, citations, positive/negative/neutral sentiment, recurring themes, and competitors.
   • Covers ChatGPT, Gemini, Perplexity, Claude, and Google.
   • Particularly useful if you also care about Google Business Profile, listings, and local SEO. www.yext.com

2. Genwolf — best lightweight monitoring option
   • Runs prompts across ChatGPT, Gemini, and Perplexity.
   • Tracks mentions, citations, and sentiment over time.
   • Provides the underlying sources behind AI answers.
   • Has an open-source core, which is interesting if you want more control over the data. www.genwolf.ai

3. MentionGEO — good for straightforward reporting
   • Tracks brand mentions across ChatGPT, Claude, Gemini, Perplexity and Google AI.
   • Reports mention rate, sentiment, competitors, citations, and which sources AI uses.
   • Its presentation is geared toward turning the results into an AI-visibility report. mentiongeo.ai

4. LiftRank — best if you want one score
   • Combines coverage, answer position, sentiment, share of voice, and citation rate into a 0–100 LiftRank Score.
   • It currently advertises a free tier for one brand and 10 tracked prompts. liftrank.ai

My pick

I'd start with Yext Scout if the business is genuinely local (restaurant, dentist, HVAC company, law firm, salon, etc.). The hyper-local prompting is the differentiator: you can measure something much closer to “What does ChatGPT recommend when someone in my city asks for a plumber?” rather than generic brand visibility. www.yext.com

If you mainly need a simple monthly client report showing mentions + sentiment + competitors, I'd test MentionGEO alongside it.

One caveat: these aren't measuring an objective, permanent "AI reputation." AI answers vary with prompt wording, location, model, and date, so I'd report trends across a fixed prompt set rather than treating a single sentiment score as ground truth. www.techradar.com

If you tell me what type of local business you have and whether you need white-label/client reporting, I can narrow this to the best 2–3 options and compare their current pricing/features.

If your goal is “show me what AI assistants say about my local business, quantify sentiment, and turn it into reports,” I’d shortlist these:

1. Yext Scout — best for established local businesses/agencies. It specifically tests hyper-local queries across ChatGPT, Gemini, Perplexity, Claude and Google, captures positive/negative/neutral sentiment, citations, recurring themes, and competitor comparisons. www.yext.com

2. Local Glyph — best if local SEO is the priority. It tracks how a business appears in ChatGPT, Google AI Overviews and Perplexity, with visibility scoring, exact response tracking, and prompt categories including reputation/sentiment. localglyph.com

3. GeoBuddy — best lightweight option. It monitors ChatGPT, Claude, Gemini and Perplexity and reports visibility, ranking, sentiment, mentions and competitor performance. geobuddy.co

4. Livesov — best inexpensive-looking general tracker. It queries five major AI engines and explicitly tracks mentions, sentiment, sources, share of voice and hallucinations; its site currently advertises plans starting at $9/month. livesov.com

My pick

For a local business reporting workflow, I'd start with Yext Scout if you want something mature and client/reporting oriented. Its hyper-local querying is particularly relevant because AI recommendations can change based on the location in the prompt. www.yext.com

If you're looking for something simple and inexpensive to monitor one business, I'd test GeoBuddy or Livesov first.

One important caveat: these tools generally run representative prompts against AI engines and capture the resulting answers; they aren't necessarily observing every real customer conversation with ChatGPT. So the resulting “sentiment score” is best interpreted as AI-answer perception, not your business's overall customer sentiment.

If your goal is to monitor how AI assistants mention your local business, score the sentiment of those mentions, and generate reports, these are the strongest options:

For a local business

I'd narrow it down to these:

• ReplyAnchor if you're a restaurant, contractor, dental office, salon, gym, or other local service business. It specifically targets SMBs and tracks AI recommendations alongside reviews and social mentions. www.replyanchor.com
• Sentaiment if you want polished executive reports showing how AI models describe your business, sentiment over time, and recommendations to improve your AI presence. www.sentaiment.com
• MentionGEO if your main goal is understanding whether AI assistants recommend your business versus competitors for local searches. mentiongeo.ailivesov.com

What to measure

For meaningful reporting, track more than just sentiment:

• Mention frequency
• Positive / neutral / negative sentiment
• Recommendation rank (e.g., first, second, fifth)
• Competitors mentioned alongside you
• Prompts that never mention your business
• Sources AI cites when discussing your business
• Trends over time (weekly or monthly)

Those metrics give a much clearer picture of your AI visibility than sentiment alone. mentiongeo.ailivesov.com

If you're managing multiple local business clients (such as at an agency), I can also recommend tools that support white-label reporting and scheduled client reports.

If your goal is to track when AI assistants mention your business and measure whether those mentions are positive, neutral, or negative over time, you're looking for an emerging category often called AI brand monitoring or LLM visibility monitoring.

Some of the strongest options are:

For a local business (restaurants, dentists, HVAC, law firms, salons, etc.), many enterprise tools are more than you need. A practical setup is:

• Otterly.AI for monitoring prompts and seeing whether your business appears in AI-generated answers.
• Goodie AI if sentiment scoring is important and you want client-friendly reports.
• Combine with your review platform (such as Google Business Profile or Yelp analytics) for a fuller picture of both AI mentions and customer reviews.

If you need client reporting

If you're managing multiple locations or clients, look for features such as:

• Scheduled PDF reports
• Historical trend graphs
• Prompt monitoring
• Competitor comparison
• Positive/neutral/negative sentiment scoring
• Export to CSV or Looker Studio

If you want to build your own

You can also create a custom workflow using:

• AI prompt monitoring (scheduled prompts to multiple AI models)
• An LLM or sentiment classifier to score each response
• A dashboard in Looker Studio, Power BI, or Tableau

This approach is often less expensive if you're tracking dozens or hundreds of businesses and want complete control over the scoring methodology.

If your business serves a specific industry (for example, healthcare, legal, restaurants, home services, or automotive), I can recommend tools that perform best for that niche.

If your goal is monitoring how AI assistants (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews) talk about your local business, then scoring the sentiment and reporting trends, these are the strongest options today:

My recommendation for a local business

MentionGEO is probably the closest match to what you described. It tracks:

• Whether your business appears in AI-generated answers
• Positive, neutral, and negative sentiment
• Which prompts mention your business
• Competitor comparisons
• Visibility trends over time
• Recommendations for improving how AI represents your business mentiongeo.ai

If you run multiple locations or client accounts

Nightwatch AI Brand Monitoring is a stronger enterprise option. It monitors mentions across major AI assistants and combines:

• AI mention rate
• Sentiment
• Share of voice
• Competitor tracking
• Historical reporting
• Scheduled dashboards nightwatch.io

For agencies serving local businesses

A useful reporting workflow is:

1. Run 50–200 local prompts (e.g., "best dentist in Denver", "top HVAC near me").
2. Record which AI assistants mention the client.
3. Score sentiment for each answer.
4. Compare against competitors.
5. Produce a monthly report showing:
   • AI mention rate
   • Sentiment trend
   • Top positive and negative descriptions
   • Competitors appearing instead
   • Source websites AI is relying on

This type of prompt-based monitoring is becoming a common way to measure AI visibility for local businesses because traditional SEO tools don't capture AI recommendations well. www.techradar.com

If you're looking for something you can embed into your own SaaS or dashboard, I can also recommend APIs and open-source components for automatically collecting AI responses, running sentiment analysis, and generating client reports.

If your goal is tracking when AI systems recommend or mention your local business, scoring the sentiment, and producing reports, there are a handful of tools built specifically for AI visibility (sometimes called AI Search or AEO/GEO monitoring).

Here are the strongest options:

Best overall for a local business

urlReplyAnchorturn0search4

It is aimed specifically at restaurants, dentists, contractors, salons, gyms, and other local businesses. It monitors mentions across ChatGPT, Perplexity, Google AI, and other AI systems, assigns sentiment, alerts you when your visibility changes, and combines AI monitoring with review and social monitoring. www.replyanchor.com

Best for AI visibility reporting

urlAiso Brand Insightsturn0search0

It focuses on:

• AI mention frequency
• Sentiment trends
• Competitor comparisons
• Citation tracking
• Historical reports

This is a good choice if you need monthly marketing reports or client reporting. www.getaiso.com

Best for reputation analysis

urlSentaimentturn0search3

Designed around how AI models describe your company. It measures:

• Positive/neutral/negative sentiment
• Accuracy of AI descriptions
• Reputation changes over time
• Recommendations for improving AI perception www.sentaiment.com

What I would use for a local SEO agency

A practical stack would be:

• ReplyAnchor for ongoing monitoring and alerts.
• Looker Studio or Power BI to build client-facing dashboards.
• Weekly exports showing:
  • AI mentions
  • Sentiment score
  • Recommendation frequency
  • Competitor share of voice
  • Prompt-by-prompt changes

This creates an easy-to-understand monthly report that demonstrates whether your local SEO and content efforts are increasing your business's visibility in AI-generated answers.

One caveat: AI responses are not deterministic, so a business may appear in one answer but not another for the same prompt. The more reliable platforms account for this by running prompts repeatedly over time and reporting trends rather than relying on a single response. livesov.com

If your goal is to track when AI assistants (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews) mention your local business and score the sentiment of those mentions over time, there are a few tools that stand out.

My top recommendation for a local business

If you're primarily interested in local reputation and AI visibility, I'd look at ReplyAnchor first. It's designed specifically for small and local businesses (restaurants, dentists, gyms, plumbers, salons, etc.) and monitors AI platforms alongside social channels. replyanchor.com

If reporting quality is most important

Profound is probably the strongest platform available today. It provides:

• AI mention frequency
• Overall sentiment score
• Positive and negative themes
• Source citations influencing AI answers
• Historical trends
• Competitive benchmarking

Its sentiment feature goes beyond positive/neutral/negative by identifying why AI models describe your business positively or negatively. help.tryprofound.com

What a good report should include

For a local business, I'd expect weekly or monthly reports showing:

• Number of AI mentions
• Sentiment score over time
• Which AI platforms mentioned you
• Top prompts that triggered mentions
• Competitors appearing alongside you
• Sources AI cited (your website, reviews, directories, news, etc.)
• Alerts when sentiment changes

Budget options

If you don't need enterprise features:

• Answer Insight offers AI mention tracking, sentiment, and competitor visibility in a simpler package. www.answerinsight.co
• Beamtrace is another SMB-friendly option focused on tracking AI-generated mentions and their context. beamtrace.com

If your business has multiple locations or you manage clients as an agency, I can also recommend tools that aggregate AI mention sentiment by location and export reports for each location.