ChatGPT answers, unedited

If by “brand sentiment” you mean what ChatGPT, Gemini, Claude, Perplexity, etc. actually say about your brand—not social-media sentiment—I’d focus on AI-search/GEO monitoring platforms rather than traditional social-listening software.

My shortlist

1. Profound — my pick for serious brand monitoring

tryprofound.com specifically tracks visibility, citations, sentiment, share of voice, positioning and competitors. It currently covers ChatGPT, Claude, Gemini, Perplexity, Copilot, Google AI Overviews/AI Mode, Grok and DeepSeek. Profound Knowledge Base Profound

The important distinction is that Profound says it queries the consumer-facing AI experiences, rather than simply relying on model APIs. That's valuable if your goal is to understand what an actual prospective customer sees. Profound

I'd choose it if: you're a brand/PR/marketing organization and need dashboards, competitive share-of-voice, sentiment trends, citations, regional/persona analysis and enterprise reporting.

2. OtterlyAI — best bang for the buck

otterly.ai is particularly attractive if you want to get monitoring running quickly. It currently tracks ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude, with daily monitoring. Otterly AI Otterly AI

It analyzes whether you're mentioned, how you're described, competitor appearances and citations; its brand reports also include sentiment-related analysis. Otterly Otterly AI

It also has a public API, which is useful if you want to pipe AI-answer data into your own BI/alerting system. Otterly

I'd choose it if: you want a practical monitoring product without the complexity/enterprise orientation of Profound.

What I'd actually measure

Don't buy based solely on a generic “sentiment score.” For AI answers, I'd want these metrics:

• Mention rate: how frequently the brand appears.
• Recommendation rate: how frequently the assistant actually recommends you.
• Sentiment: positive / neutral / negative.
• Attribute sentiment: why the AI likes or dislikes you.
• Share of voice: your mentions versus competitors.
• Position: first recommendation vs. buried among alternatives.
• Citation share: which sites AI systems use when discussing you.
• Factual accuracy: incorrect claims, outdated pricing, wrong product information, etc.
• Prompt-level trends: which customer questions produce negative or incorrect representations.
• Engine divergence: e.g. ChatGPT says you're excellent while Gemini consistently flags a weakness.
• Change detection: alerts when your representation suddenly changes.

That last group is particularly important because AI answers can change substantially as the underlying web corpus and retrieval systems change.

My recommendation

Enterprise / PR / brand intelligence → Profound.

Small or mid-sized marketing team → OtterlyAI.

If your primary question is “What does AI think of my brand, and how does that compare with competitors?” → Profound is the strongest fit. Its current product explicitly combines sentiment with share of voice, positioning, citations and competitor rankings. Profound

One caveat: this market is moving extremely quickly in 2026, and engine coverage/pricing changes frequently. Independent comparisons also currently put Profound toward the enterprise end and OtterlyAI toward the accessible end. Optimly getrefine.ai

If you tell me your company size, approximate number of brands/products, and whether you're monitoring for marketing, PR, or reputation risk, I can narrow this to the 3 best options with current pricing and a feature-by-feature comparison.

It also has a public API, which is useful if you want to pipe AI-answer data into your own BI/alerting system.

I'd choose it if: you want a practical monitoring product without the complexity/enterprise orientation of Profound.

What I'd actually measure

If by “brand sentiment” you mean “What do ChatGPT, Claude, Gemini, Perplexity, etc. say about my brand—and is the portrayal positive, negative, or neutral?”, this is now usually sold as AI visibility / AEO monitoring.

My shortlist for 2026

Recent comparisons consistently put Profound, Peec, Otterly and Scrunch among the leading dedicated platforms. baarely.com

🥇 I'd choose Profound for a large brand

Profound is the strongest option if this is a brand intelligence / reputation monitoring problem rather than simply an SEO problem. Its enterprise offering covers a particularly broad set of answer engines—including ChatGPT, Perplexity, Gemini, Google AI Overviews/AI Mode, Copilot, Meta AI, Grok, DeepSeek and Claude—and provides deeper reporting around prompts, mentions and citations. baarely.com

That's particularly useful if you want to answer questions like:

• “What does AI say about us vs. our competitors?”
• “Which product attributes are consistently described negatively?”
• “Which assistants are hallucinating information about us?”
• “Are our brand recommendations improving month over month?”
• “Which publications/sites are influencing the answers?”
• “What happens when customers ask category-specific questions?”

Downside: it's enterprise-oriented and substantially more expensive than the self-serve alternatives. bloomiro.combaarely.com

🥈 Peec AI if you want a practical marketing dashboard

Peec is probably my pick for a mid-sized marketing team. It focuses heavily on visibility/benchmarking, competitor comparisons and recurring monitoring without the enterprise complexity of Profound. Recent comparisons put it around the mid-market sweet spot. baarely.com

🥉 Otterly if budget matters

Otterly is compelling if you want to start measuring this without a major procurement exercise. It starts around $29/month, monitors multiple AI surfaces, and adds things like GEO/page auditing. bloomiro.combaarely.com

The tradeoff is that you get less sophisticated analysis than Profound, particularly if your goal is brand/reputation intelligence rather than simply AI visibility.

One important distinction

Don't buy a tool solely because it says it measures “sentiment.”

For AI-generated answers, I'd prioritize:

1. Exact answer capture — can you see what the model actually said?
2. Sentiment + attribute sentiment — not just “positive/negative,” but why.
3. Hallucination detection
4. Competitor comparison
5. Citation/source tracking
6. Prompt-level trends
7. Multiple models/assistants
8. Geographic/personalization variation
9. Alerts when reputation changes
10. Raw data/API access

That's because a single sentiment score can hide the most important issue: an answer might be classified as “positive” while containing a materially false claim about your company.

Bottom line:

• Enterprise brand/reputation intelligence → Profound
• Mid-market marketing → Peec AI
• Budget-conscious monitoring → Otterly
• Monitoring + actually fixing AI visibility → Scrunch
• Already invested in SEO tooling → Semrush or Ahrefs

The category is moving very quickly in 2026, so I'd evaluate the tools using your actual 50–100 customer prompts rather than generic demos. Current comparisons show meaningful differences in which assistants, prompt volumes, sentiment analysis and reporting capabilities are included at each tier. ayzeo.com

If you tell me your company size, approximate budget, and which assistants you care about (e.g. ChatGPT + Claude + Gemini + Perplexity), I can narrow this to the top 2–3 and compare their current pricing/features.

If your goal is specifically “what do ChatGPT, Claude, Gemini, Perplexity, etc. say about my brand, and is it positive or negative?”, I’d shortlist these:

Recent 2026 comparisons consistently put Profound, Otterly, Peec and AthenaHQ among the leading dedicated AI-visibility platforms. www.datadab.com

🥇 My pick: Gumshoe

Gumshoe is particularly interesting because it explicitly focuses on visibility and sentiment across ChatGPT, Gemini, Claude and Perplexity, while also breaking results down by personas and topics. gumshoe.ai

That's closer to brand intelligence than simply “AI SEO rank tracking.”

For example, you want to be able to answer:

“When someone asks an AI assistant about the best vendors in our category, are we mentioned—and does the assistant describe us as reliable, expensive, innovative, difficult to use, etc.?”

Gumshoe is designed around that question.

🏢 If you're an enterprise brand: Profound

Profound is the one I'd evaluate first for a large marketing/communications organization. It goes deeper into AI visibility analytics, competitive benchmarking and citation/source analysis, and current comparisons show it covering a particularly broad set of answer engines. www.datadab.com

The tradeoff is complexity and price.

💰 If you want something lighter: Otterly

Otterly AI is probably the easiest starting point. It monitors prompts across major AI surfaces and includes sentiment monitoring, while being considerably more accessible than enterprise platforms. www.datadab.com

One important distinction

I'd not choose based purely on number of assistants supported. The really valuable features are:

1. Prompt-level answer snapshots — see the actual response.
2. Sentiment + context — not just “mentioned/not mentioned.”
3. Share of voice — how often you appear versus competitors.
4. Recommendation position — whether you're #1, #5, or merely mentioned.
5. Citation/source analysis — why the model thinks what it thinks.
6. Change detection — alerts when your AI representation changes.
7. Persona/topic segmentation — e.g. “enterprise buyer” vs. “SMB buyer.”
8. Multiple models/assistants — because results can differ substantially between them.

Those criteria matter more than raw engine count. slatehq.com

My ranking for your stated use case:
Gumshoe → Profound → AthenaHQ → Otterly → Peec

If you tell me B2B SaaS vs. consumer/ecommerce, approximate company size, and budget, I can narrow this to the best 2–3 and compare pricing, assistant coverage, sentiment methodology, APIs, alerts, and agency/multi-brand support.

If your goal is specifically “What are ChatGPT, Gemini, Claude, Perplexity, etc. saying about my brand, and is that portrayal positive or negative?”, I’d shortlist these:

1. My first choice: Peec AI

Peec AI — Brand Perception

Peec is unusually well aligned with your exact use case. Rather than simply reporting “brand mentioned: yes/no,” it extracts the attributes AI associates with your brand—e.g. innovative, expensive, reliable, outdated—and calculates sentiment by engine. It says it monitors ChatGPT, Gemini, Perplexity, Google AI Mode/Overviews, and Claude. peec.ai

Why I'd pick it: you can distinguish visibility from reputation. A brand might have 80% AI visibility but still have a problem if the models consistently describe it as expensive, unreliable, or difficult to use.

2. Promptwatch — strongest alternative

Promptwatch

Promptwatch is particularly interesting if you want to connect sentiment monitoring to why the models describe you that way and what marketing/content changes might improve it. Its monitoring covers ChatGPT, Claude, Gemini, Perplexity and other LLMs, with sentiment and citation tracking. promptwatch.com

It also claims to capture actual interface-level responses rather than relying solely on API approximations, which is an important distinction when you're trying to understand what users actually see. promptwatch.com

3. Meltwater GenAI Lens — best enterprise reputation stack

If you're a larger PR/comms organization, I'd seriously consider Meltwater GenAI Lens. It puts AI-generated brand representation alongside conventional social, news, and media intelligence. It monitors multiple LLMs and adds geographic/prompt-level analysis and recommendations. promptwatch.com

The downside is that it's an enterprise add-on to Meltwater, so it's overkill if you just need AI-answer monitoring.

4. OtterlyAI — best broad monitoring/value option

OtterlyAI

Otterly is stronger if your primary question is “Where do we appear, how often, and which competitors are beating us?” rather than deep reputation analysis.

It currently monitors ChatGPT, Google AI Overviews, Google AI Mode, Perplexity, Gemini, Claude and Microsoft Copilot. help.otterly.ai

It also advertises entry pricing around $29/month, making it considerably easier to experiment with than enterprise platforms. otterly.aislatehq.com

What I'd actually evaluate in a trial

Don't judge these tools primarily by their dashboards. Run the same 50–100 prompts through each and compare:

1. Sentiment accuracy — does “expensive but excellent” get treated as positive, negative, or mixed?
2. Attribute extraction — what specific traits does the model associate with your brand?
3. Engine fidelity — are they measuring actual user-facing answers or an API approximation?
4. Citation/source tracking — why is the model saying what it says?
5. Competitor comparison — can you see that competitors are described more favorably?
6. Prompt-level history — can you see sentiment change over time for the same question?
7. Geography/model/version — can you separate, say, ChatGPT vs. Gemini and US vs. UK?
8. Evidence — can you export the actual answer supporting the sentiment score?

That last point is particularly important. I would not buy a tool that gives you a “72/100 sentiment score” without letting you inspect the underlying AI responses and attributes.

My ranking for your specific use case

If sentiment/reputation is the #1 requirement:

Peec AI → Promptwatch → Meltwater GenAI Lens → Profound → OtterlyAI

If visibility/share-of-voice is more important than sentiment:

OtterlyAI → Profound → Peec AI → Promptwatch

The category is moving quickly, and there are now quite a few products calling themselves “AI brand monitoring.” The key distinction is whether you're getting true perception monitoring versus a conventional rank/mention tracker with an AI label. Current comparisons similarly emphasize sentiment/context, citations, prompt-level monitoring, competitor share of voice, and evidence logs as the important differentiators. otterly.aislatehq.com

If you tell me your company size, approximate monthly budget, and which assistants matter most (e.g. ChatGPT + Gemini + Claude + Perplexity), I can narrow this to the best 2–3 and compare their pricing/features head-to-head.

If your goal is specifically “What are ChatGPT, Gemini, Claude, Perplexity, etc. saying about my brand, and is that portrayal getting better or worse?”, I’d shortlist these:

Current comparisons broadly put Profound at the enterprise/deep-analytics end, Peec and Otterly in the more accessible monitoring category, while AthenaHQ is particularly focused on brand representation and sentiment. www.datadab.comgumshoe.aiwww.conbersa.ai

My ranking for your use case

1. Gumshoe — best overall

This is the one I'd investigate first if you're doing brand/reputation intelligence, rather than simply tracking “AI SEO.” Gumshoe says it runs conversations as actual buyer personas across ChatGPT, Claude, Gemini, Perplexity and other models, then measures mention frequency, recommendation rates, sentiment, competitors and model-specific differences. gumshoe.ai

That persona dimension is important: “Is AI positive about us?” is much less useful than “What does AI tell a skeptical enterprise buyer about us versus a price-sensitive buyer?”

2. Profound — best for a large marketing/enterprise operation

Profound is stronger if you need a serious analytics infrastructure: large-scale prompt tracking, competitive intelligence, citations, visibility/share-of-voice reporting and broad answer-engine coverage. Current comparisons describe it as the deepest enterprise-oriented option. www.datadab.comwww.conbersa.ailoudmink.ai

3. AthenaHQ — best if sentiment/context is the central KPI

AthenaHQ is unusually focused on brand representation inside LLM answers rather than merely whether your name appeared. Its positioning around sentiment and contextual diagnostics makes it particularly interesting for PR, communications and reputation teams. www.datadab.com

4. Peec AI — best clean monitoring/benchmarking experience

I'd choose Peec if you primarily want a dashboard answering: Where do we appear? How often? Against whom? What prompts are driving it? It sits nicely between lightweight trackers and enterprise platforms. www.datadab.comwww.conbersa.ailoudmink.ai

5. Otterly — best low-cost starting point

Otterly is compelling if you want to get monitoring running without a large budget. Current 2026 comparisons put its entry pricing around $29/month, with sentiment, mentions and citation tracking, although broader engine coverage can require add-ons. www.datadab.comwww.conbersa.ailoudmink.ai

One important distinction

I'd not evaluate these products primarily on “how many AI engines do you track?”

The more important capabilities are:

1. Prompt-level answer capture — can you see the actual answer?
2. Sentiment/context — positive, neutral, negative, and why?
3. Recommendation rate — does the AI actually recommend you?
4. Share of voice — you vs. competitors.
5. Citation/source attribution — what sources caused the model to form that opinion?
6. Persona segmentation — different answers for different audiences.
7. Model/version tracking — can you detect a sudden change after a model update?
8. Geography/language — does the answer change by market?
9. Historical snapshots — can you prove that sentiment changed?
10. Actionability — does the platform tell you what to change to improve the representation?

That last distinction matters enormously. A lot of the current “AI visibility” market is essentially rank tracking for LLMs. The more sophisticated products are moving toward brand intelligence: why does the model think this about us, which sources influence it, and what can we do about it? attrifast.com

If I were buying today:

• Brand/reputation team: Gumshoe or AthenaHQ
• Enterprise marketing/GEO team: Profound
• Growth/mid-market team: Peec
• Small team / test budget: Otterly

If you tell me your company size, approximate monthly budget, and which assistants matter most (e.g. ChatGPT + Gemini + Claude + Perplexity), I can narrow this to the 2–3 strongest choices and compare pricing, API access, prompt volume, sentiment methodology, and coverage.

If your goal is specifically “What are AI assistants saying about my brand, and is the sentiment/positioning favorable?”, I’d shortlist these in 2026:

AI visibility platforms increasingly track not just whether you're mentioned, but sentiment, share of voice, competitors, citations/sources, prompt-level results, and inaccurate claims across ChatGPT, Gemini, Claude, Perplexity and AI search surfaces. technologyadvice.comwww.semrush.com

My top 3

1. Profound — best for an enterprise brand

I'd choose Profound if you're building a serious AI brand intelligence program rather than simply checking whether your company appears in ChatGPT. It is particularly strong for structured prompt monitoring, competitive benchmarking, citation analysis and enterprise-scale reporting. Current comparisons consistently put it in the enterprise tier. technologyadvice.comwww.prismnews.com

2. Spotlight — best if breadth across assistants matters most

Spotlight is particularly interesting if you want to monitor a wide range of surfaces—including ChatGPT, Claude, Gemini, Perplexity, Copilot, Grok and Google's AI experiences—and care about sentiment + source extraction + competitor benchmarking. technologyadvice.comwww.prismnews.com

3. Peec AI — best for a lean marketing/SEO team

Peec is a good choice when you want the core metrics without deploying a heavyweight enterprise platform: visibility over time, competitors, prompts and AI-generated answers. Several 2026 comparisons position it as a strong mid-market option. baarely.com

One important distinction

Don't buy a tool based solely on its “AI visibility score.” For brand sentiment, I'd require it to expose the actual answer text and let you drill into:

• Mention rate — how often you're named
• Recommendation rate — whether you're actually recommended
• Sentiment — positive / neutral / negative
• Attribute accuracy — what the AI gets wrong about you
• Competitor displacement — who gets recommended instead
• Citation share — which sources cause the model to trust/recommend you
• Prompt-level history — whether sentiment changes over time
• Assistant/model breakdown — ChatGPT vs. Claude vs. Gemini vs. Perplexity
• Geographic/personalization differences, if relevant

That's important because “we're mentioned in 62% of answers” can conceal a problem if the remaining answers say a competitor is better—or if your 62% mentions contain incorrect positioning. Current buying guides specifically recommend evaluating sentiment, hallucination/accuracy detection, citation tracking and competitive benchmarking rather than visibility alone. technologyadvice.com

If I were buying today:
Enterprise: Profound → Spotlight
Mid-market: Peec AI → Spotlight
Agency/multiple clients: OtterlyAI
Already paying for Semrush: start with Semrush's AI toolkit before adding another platform. technologyadvice.comwww.semrush.com

If you tell me your company size, approximate number of brands/products, and whether you care more about sentiment, competitive share-of-voice, or citations, I can narrow this to the 2–3 tools I'd actually demo.

If your goal is specifically “How does AI describe my brand, and is that description positive/negative?” across ChatGPT, Claude, Gemini, Perplexity, etc., I’d shortlist these:

These aren't just traditional social-listening tools: the newer AI visibility/GEO platforms actually run prompts against AI systems and measure mentions, rankings/share of voice, citations, competitors, and increasingly sentiment/perception. baarely.com

My picks

1. Profound — best enterprise choice

I'd start here if you're a sizeable brand with lots of products, markets, and competitors. It is positioned around deep enterprise AI-search analytics and broad engine coverage rather than simply counting mentions. Current comparisons consistently put it in the enterprise tier. baarely.comloudmink.ai

Profound

2. Peec AI — best if sentiment is the primary KPI

Peec is particularly interesting for brand perception, sentiment, competitor comparison, and multilingual monitoring. If your question is less “do we appear?” and more “what does AI think of us when we're mentioned?,” I'd put it high on the list. loudmink.ai

Peec AI

3. Otterly.AI — best value

A good choice if you want to instrument a brand without committing to an enterprise platform. It monitors AI-search visibility across multiple engines and is frequently cited as one of the lowest-cost serious entrants. www.xseek.io

Otterly.AI

One important caveat

I'd not choose a tool based solely on its claimed “sentiment score.”

AI answers are stochastic: the same prompt can produce different answers, and recent research finds substantial variance attributable to the model, prompt wording, language, and resampling. arxiv.org

For a serious brand-monitoring program, I'd want the platform to retain the actual answer snapshots and let you segment sentiment by:

• AI assistant/model
• prompt/category
• geography/language
• product
• competitor
• date
• cited sources
• positive / neutral / negative perception
• recommendation/share-of-voice
• factual inaccuracies or undesirable claims

That gives you a much more useful KPI than simply “brand mentioned 63% of the time.”

If I were buying today: Profound for enterprise, Peec for a mid-market brand, and Otterly for a lean team.

If you tell me your company size + approximate monthly budget + which assistants matter (ChatGPT/Claude/Gemini/Perplexity/Copilot/etc.), I can narrow this to the best 2–3 and compare their exact capabilities/pricing.

If your goal is specifically “what are ChatGPT, Claude, Gemini, Perplexity, etc. saying about my brand, and is that sentiment getting better or worse?”, I’d shortlist these:

My #1: Profound

For your exact use case, Profound is probably the strongest choice. Its Answer Engine Insights tracks visibility, citations, sentiment, share of voice, positioning, and competitors across major answer engines. It queries the actual consumer-facing experiences rather than relying solely on model APIs. help.tryprofound.comwww.tryprofound.com

Its current coverage includes ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews/AI Mode, Copilot, Grok, Meta AI, Amazon Rufus, and DeepSeek, among others. help.tryprofound.comwww.tryprofound.com

I'd choose it if you're doing this for a large brand, agency, PR team, or competitive-intelligence function.

Best alternative: Scrunch

Scrunch is particularly attractive if you want a cleaner monitoring product rather than an enterprise analytics platform. It currently monitors nine platforms, including ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Claude, Copilot, Grok, and Meta AI. helpcenter.scrunchai.com

It explicitly provides positive/mixed/negative sentiment, competitive answer share, position, citations, and prompt-level analysis. scrunch.com

Peec AI is worth testing

Peec AI has unusually broad engine coverage and uses a consistent measurement framework across engines: mention frequency, position, citations/sources, and sentiment. peec.aiscrunch.com

I'd put it ahead of the general SEO suites if your primary KPI is AI-answer reputation rather than Google rankings.

One important distinction

Don't buy an LLM observability product thinking it's an AI-brand-monitoring product. You want AI visibility / answer-engine monitoring: software that repeatedly submits a controlled set of questions to the consumer-facing assistants and analyzes the resulting answers.

For sentiment monitoring, I'd want at minimum:

• Prompt-level sentiment, not just an overall brand score
• Positive / neutral / negative or positive / mixed / negative classification
• Actual answer snapshots so you can verify the classification
• Competitor sentiment comparison
• Sentiment by assistant, topic, product, and geography
• Historical trendlines
• Citations/sources driving favorable or unfavorable descriptions
• Share of voice / position alongside sentiment
• Alerts when a high-value prompt changes materially

If I were buying today:
Enterprise → Profound.
Mid-market / agency → Scrunch.
Self-serve marketing team → Peec AI.

A useful nuance: these tools are measuring the sentiment expressed in sampled AI answers, not some universal “opinion” held by the underlying model. AI responses can vary substantially with prompt wording, date, location, personalization, and retrieval context, so sampling methodology matters a lot. peec.aiscrunch.com

If you tell me your company size, approximate monthly budget, and which assistants matter most, I can narrow this to the best 2–3 and compare pricing, prompt limits, API access, alerts, and reporting.

If your goal is specifically “What are ChatGPT, Gemini, Claude, Perplexity, etc. saying about my brand—and is it positive or negative?”, I’d shortlist these:

1. Profound — my first choice

Profound is probably the strongest choice if brand sentiment and competitive positioning are the core requirements.

It monitors the actual front-end experiences of ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews/AI Mode, Copilot, Grok, Meta AI and others. Its analytics include sentiment, share of voice, positioning, citations, competitor rankings and changes over time. www.tryprofound.com

The important distinction is that you're not just getting a count of mentions. You can ask questions such as:

• Is our brand recommended or merely mentioned?
• Is the answer positive, neutral, or negative?
• Which competitors are being recommended instead?
• What sources are causing the model to portray us negatively?
• Does ChatGPT describe us differently from Gemini or Claude?
• Which prompts/topics have deteriorated?

Best for: enterprise brand, communications, SEO/AEO, and competitive-intelligence teams.

2. Scrunch — best if coverage matters most

Scrunch currently covers nine major AI surfaces: ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, Claude, Copilot, Grok and Meta AI. It explicitly tracks sentiment as positive, mixed, or negative, as well as position, citations and competitive presence. helpcenter.scrunchai.com

I particularly like it for the question:

“Show me how our brand differs across assistants.”

You can run the same prompts across multiple platforms and compare brand presence, sentiment and competitors platform-by-platform. scrunch.com

It also connects AI visibility to actual AI-agent traffic, which is useful if you want to know whether the things you're monitoring ultimately generate visits. scrunch.com

Best for: agencies, larger marketing teams, and anyone wanting comprehensive multi-LLM monitoring.

3. Peec AI — best simpler option

Peec AI is particularly interesting if you don't need a huge enterprise platform. It tracks brand mention frequency, citations, competitors and sentiment, and emphasizes identifying the external sources that influence AI answers. www.tryprofound.comhelpcenter.scrunchai.comscrunch.compeec.ai

One caveat: its current product positioning is particularly focused on ChatGPT, although it compares how your presence differs across other models. So I'd validate exactly which assistants and volume you need before buying.

What I'd choose

Enterprise / serious brand intelligence → Profound

Need the widest practical assistant coverage → Scrunch

Smaller team wanting something easier → Peec AI

One important point: traditional social-listening tools aren't quite the right category anymore. What you want is usually called AI visibility monitoring, LLM visibility, or answer-engine monitoring. The useful systems actually capture the generated answers and analyze mention + sentiment + recommendation + competitor + citation, rather than merely searching the web for your brand name. www.conductor.com

And this category is becoming increasingly important: as of August 2026, both ChatGPT and Gemini have reportedly surpassed 1 billion monthly users, so monitoring only Google/social sentiment increasingly leaves a major part of brand discovery unmeasured. www.theverge.com

If you tell me your company size, approximate budget, and whether you care more about PR/reputation or marketing/AI-search visibility, I can narrow this to the best 2–3 and compare pricing, API access, alerting, historical data, sentiment accuracy, and assistant coverage.

If your goal is specifically “What are AI assistants saying about my brand, and is that portrayal positive or negative?”, the market has moved beyond traditional social-listening tools into AI visibility / answer-engine monitoring.

My shortlist

1. Profound — my pick for enterprise

Profound is probably the strongest choice if you're building a formal AI brand-reputation monitoring program.

It monitors the actual consumer-facing experiences of ChatGPT, Perplexity, Claude, Gemini, Copilot, Google AI Overviews/AI Mode, Grok, Meta AI and others. Its Answer Engine Insights specifically measures sentiment, share of voice, positioning, citations and competitor rankings, and lets you segment results by topic, region and persona. www.tryprofound.com

Why I'd choose it: you're not just asking “did ChatGPT mention us?” You're trying to understand how AI describes the brand and how that changes over time.

2. Scrunch — probably the best fit for most marketing teams

Scrunch is particularly compelling for your use case because its monitoring explicitly includes sentiment, with positive/mixed/negative classification, sentiment trends, topics/personas driving sentiment, and comparison with competitors. scrunch.com

It currently monitors ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews, Google AI Mode, Copilot, Grok and Meta AI. helpcenter.scrunchai.com

It also lets you drill from an aggregate sentiment score down to the actual AI answer and prompt, which is crucial—you want to be able to distinguish “negative sentiment increased” from “here are the 17 answers causing it.” scrunch.com

3. OtterlyAI — easiest starting point

OtterlyAI is a good option if you don't need an enterprise intelligence platform.

It runs tracked prompts daily across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Copilot and Claude and measures mentions, competitive visibility and citations. help.otterly.ai

I'd pick this if the primary workflow is:

Track 100–1,000 important prompts → see whether we're mentioned → compare competitors → inspect answers/citations → improve our content.

4. Peec AI — strong for competitive positioning

Peec AI is worth considering if competitive benchmarking is more important than broad enterprise reputation management.

Its monitoring includes brand mention frequency, competitive benchmarking, citations and sentiment, including explicit positive/neutral/negative analysis. peec.ai

One important distinction

I'd not use traditional tools such as Brandwatch/Meltwater as your only solution for this particular problem.

Traditional brand monitoring asks:

“What are people saying about us across social/news/web?”

AI-answer monitoring asks:

“When someone asks ChatGPT/Gemini/Claude/Perplexity about our category, what does the assistant say about us?”

The second is what you need for AI-generated-answer sentiment.

And I'd prioritize tools that let you see the raw answer behind the sentiment score. AI sentiment is much more nuanced than social sentiment—for example:

“Brand X is expensive, but is generally considered one of the most reliable options.”

A simplistic classifier might call that negative because of expensive, whereas a brand team would probably call the overall positioning positive with a price objection.

My recommendation

If you're an enterprise: Profound
If you're a marketing/GEO team: Scrunch
If you're an SMB/startup: OtterlyAI
If competitive positioning is the priority: Peec AI

If you tell me your company size, approximate number of brands/products, and whether you need API/Slack/email alerts, I can narrow this to the 2–3 best options and compare current pricing, prompt limits, sentiment methodology, API access, and assistant coverage.

If your goal is specifically “What are AI assistants saying about my brand, and is the perception positive or negative?”, I’d prioritize dedicated AI-search/GEO monitoring platforms over traditional social-listening tools.

My shortlist for 2026

Current comparisons consistently put Profound, Peec, Otterly, Scrunch and Athena among the leading dedicated AI-visibility platforms. technologyadvice.combaarely.com

🥇 My pick: Profound

I'd choose Profound if this is for a serious brand/PR/marketing program.

It monitors how brands appear across major AI answer engines including ChatGPT, Gemini, Claude and Perplexity, while going beyond simple mention counting into visibility, citations, sentiment and competitive analysis. technologyadvice.com

The important distinction is that you don't just want:

“Did ChatGPT mention us?”

You want something closer to:

“When someone asks an important category question, does ChatGPT recommend us, where does it rank us, what does it say about us, what competitors does it prefer, what sources does it use, and is the resulting perception favorable?”

Profound is particularly strong for that broader question.

🥈 Peec AI

I'd look hard at Peec AI if competitive intelligence is the priority.

It is designed around tracking brand mentions, competitors, prompts and citations across AI search environments. Independent comparisons describe it as particularly strong for competitive benchmarking while generally being more accessible than enterprise-oriented platforms. baarely.com

🥉 Otterly

If you want to get started without buying an enterprise platform, Otterly.AI is probably where I'd start.

It monitors multiple AI engines and is positioned as a relatively inexpensive standalone visibility tracker. Current 2026 comparisons put its entry-level offering among the cheaper options in this category. www.crawloria.com

One important caveat about “sentiment”

I'd not choose a platform solely based on its sentiment score.

AI-generated sentiment is much more nuanced than social-media sentiment. For example:

• “Brand X is expensive but the best option for enterprise customers.”
• “Brand X is popular, although customers frequently complain about support.”
• “Brand X is a good alternative to Brand Y if price isn't a concern.”

Those can all get reduced to a simple positive/negative score while conveying very different perceptions.

The better systems let you inspect the actual responses, recurring perception themes, competitor comparisons and cited sources. Research on generative-AI answers also shows that sentiment and source selection can vary substantially by model and query. arxiv.org

What I'd measure

For a serious brand-monitoring program, I'd create a dashboard around:

AI Share of Voice

• % of relevant prompts where you're mentioned
• position/rank when mentioned
• competitor share

Recommendation rate

• % of prompts where the assistant actually recommends you
• first-choice vs alternative

Sentiment / perception

• positive / neutral / negative
• recurring strengths
• recurring complaints
• attributes associated with the brand

Citation footprint

• which websites AI assistants use to form their opinion
• which sources competitors are getting that you aren't
• Reddit, reviews, media, comparison sites, etc.

Assistant-level differences

• ChatGPT vs Claude vs Gemini vs Perplexity
• whether perception changes substantially between models

Trend

• weekly/monthly movement in visibility and perception

That last piece is particularly important because AI answers are dynamic; a single manual query is a snapshot, not a reliable brand metric. www.techradar.com

Bottom line:
Profound if budget isn't the primary constraint and this is strategic brand intelligence; Peec AI if competitive benchmarking is central; Otterly if you want a lower-cost way to get multi-assistant monitoring running quickly.

If you tell me your company size, approximate monthly budget, and which assistants matter most (ChatGPT/Claude/Gemini/Perplexity/Copilot/Grok), I can narrow this to the 2–3 best options and compare their actual pricing, assistant coverage, sentiment capabilities, API/reporting, and enterprise features.

If your goal is specifically “what do ChatGPT, Gemini, Claude, Perplexity, etc. say about my brand, and is that portrayal positive/negative?”, I’d focus on dedicated AI-search / LLM visibility monitoring tools rather than traditional social-listening platforms.

My shortlist

Current AI-visibility platforms generally measure mention rate, share of voice, citations, competitors, and the actual generated answers across ChatGPT, Gemini, Perplexity, Claude and other surfaces. slatehq.comwww.crawloria.com

What I'd choose

For an enterprise brand: Profound.
It is the one I'd evaluate first if you need a proper monitoring program rather than simply checking whether your name appears. You want historical answers, competitor comparisons, prompt-level analysis, citations/sources, and the ability to distinguish “mentioned” from “recommended favorably.”

For a growth/marketing team: Peec AI.
It's more purpose-built around AI-search analytics and competitive visibility than traditional brand-monitoring suites.

For a smaller team: OtterlyAI.
It covers ChatGPT, Gemini, Perplexity, Copilot and Google AI surfaces and explicitly analyzes brand positioning and sentiment in generated answers. otterly.ai

If you already use Brandwatch/Meltwater: don't necessarily buy another platform. Their newer GenAI capabilities may let you combine traditional reputation data with AI-answer monitoring. A current comparison of the category specifically includes Meltwater GenAI Lens, Brandwatch, Sprinklr, Talkwalker and Brand24 alongside dedicated AI-monitoring products. promptwatch.com

One important distinction

I'd avoid choosing purely on “sentiment score.” AI-generated answers aren't social posts, so a simple positive/negative classifier can be misleading.

For brand monitoring, I'd want the tool to separately measure:

1. Mention rate — how often you appear.
2. Recommendation rate — how often you're actually recommended.
3. Position/rank — where you appear among alternatives.
4. Sentiment — positive, neutral, negative.
5. Attribute sentiment — why the AI likes/dislikes you.
6. Accuracy — whether the AI's claims about your company are correct.
7. Citation share — which websites are causing the AI to form its opinion.
8. Competitor displacement — whether competitors are replacing you in answers.
9. Model variance — whether ChatGPT says something different from Gemini/Claude/Perplexity.
10. Change over time — whether your reputation is improving or deteriorating.

That last part matters a lot: the same prompt can produce materially different competitive lists across models, so a single chatbot check isn't a reliable measurement methodology. www.reddit.com

If I were buying today: I'd demo Profound + Peec AI + OtterlyAI against the same 50–100 real customer prompts and compare the raw answers, not just their dashboards. That's a much better way to find out which platform actually measures your brand's AI reputation well. Current industry comparisons put those three among the stronger dedicated options. slatehq.comwww.crawloria.com

If you tell me your company size, approximate monthly budget, and which assistants matter most, I can narrow this to the best 2–3 and compare pricing, coverage, APIs, sentiment capabilities, and reporting.

If your goal is specifically “What do ChatGPT, Claude, Gemini, Perplexity, etc. say about my brand—and is the framing positive or negative?”, I’d shortlist these:

🥇 My pick: Semrush

Semrush AI Visibility

Semrush is particularly compelling if sentiment is more important than simply counting mentions. Its AI Visibility product explicitly tracks the sentiment, narratives, and topics that AI platforms associate with your brand, while also giving you competitor benchmarking. www.semrush.com

I'd choose it if you're trying to answer questions like:

• “Does AI describe us as premium, expensive, unreliable, innovative, etc.?”
• “Which competitors are getting recommended instead?”
• “What topics produce negative perceptions?”
• “Is our AI-generated brand perception improving month over month?”

🥈 Profound — if this is a dedicated AI-search program

Profound

Profound is one I'd evaluate alongside Semrush if you're building a serious GEO/AEO intelligence function rather than simply adding AI tracking to an SEO stack. Community discussions also consistently put Profound among the leading dedicated AI-brand-monitoring products. www.reddit.com

🥉 Lighthouse — interesting if you need maximum assistant coverage

Lighthouse AI Visibility

Lighthouse says it analyzes 10+ AI assistants, including ChatGPT, Claude, Gemini, Perplexity, DeepSeek, Qwen, Llama, Mistral and others, with sentiment analysis, citation tracking, competitor benchmarks, and visibility scoring. www.ahoylighthouse.com

That's particularly useful if your definition of “AI reputation” extends beyond the Big Four.

Ahrefs — excellent if you already live in SEO

Ahrefs AI Visibility Checker / Brand Radar

Ahrefs currently checks ChatGPT, Gemini, Perplexity, Copilot and Google AI Overviews, and reports mentions, platforms, topics and cited domains. Its ongoing Brand Radar product is aimed at daily AI-mention monitoring. ahrefs.com

I'd pick this over buying another standalone tool if your team already has Ahrefs and wants AI visibility integrated with traditional search data.

One important caveat

Don't evaluate these tools solely on a single “sentiment score.” AI answers are highly prompt- and model-dependent. Research has found substantial differences between AI systems in sourcing, freshness and sensitivity to query phrasing. arxiv.org

A good monitoring setup should therefore track at least:

Mention rate → recommendation rate → position → sentiment → narrative/theme → citations → share of voice → competitor displacement → change over time

And ideally run multiple variants of the same prompt, rather than asking each assistant one question once.

If I were buying today:
Semrush for an established marketing team → Profound for dedicated enterprise AI-search intelligence → Lighthouse if breadth across many assistants is the priority → Ahrefs if you're already an Ahrefs customer.

If you tell me your company size/budget and whether you need API access, alerts, or agency/client reporting, I can narrow this to the best 2–3 and compare pricing/features.

If your specific goal is “What are AI assistants saying about my brand, and is that perception positive or negative?”, I’d shortlist these:

🥇 My pick: Scrunch

Scrunch

Scrunch is unusually aligned with your requirement because it explicitly tracks sentiment, alongside brand presence, competitive presence, position, and citations. It lets you drill down to the actual AI responses and see which sources produced the answer. It currently says it supports ChatGPT, Perplexity, Gemini, Claude, Google AI Mode, Google AI Overviews, Microsoft Copilot, Grok, and Meta AI. scrunch.com

That makes it particularly useful if you're building a recurring AI reputation dashboard, rather than merely checking whether your brand is mentioned.

🏢 Profound — best for enterprise intelligence

Profound

I'd look at Profound if you need to go beyond sentiment into why AI systems are forming that perception. It combines visibility, positioning, sentiment, citations, competitors, prompt research, and query-level analysis. Its major differentiator is a large dataset of real user prompts, which can help identify what people are actually asking AI about your category. www.tryprofound.com

📊 Peec AI — best straightforward dashboard

Peec AI

Peec emphasizes three easy-to-understand metrics: Visibility, Position, and Sentiment. It's a good choice if marketing/brand teams want an uncomplicated way to monitor how AI describes them and compare that with competitors. www.tryprofound.com

What I'd measure

Don't make sentiment the only KPI. For AI-generated answers, I'd create a dashboard around:

• AI Share of Voice — how often you're mentioned vs. competitors
• Sentiment — positive / neutral / negative / mixed
• Recommendation rate — whether AI actually recommends you
• Position — where you appear in the answer
• Citation share — how frequently your sources are cited
• Competitor displacement — who gets recommended instead of you
• Accuracy — whether AI's claims about your brand are correct
• Prompt/topic sentiment — sentiment by product, use case, persona, and problem
• Trend over time — weekly/monthly movement

One important caveat: AI responses are inherently variable. Identical prompts can produce different answers, so a tool that takes repeated samples and aggregates results is much more meaningful than manually checking ChatGPT once. Recent research specifically finds substantial variability in citation/visibility measurements across repeated AI-search queries. arxiv.org

Bottom line: If sentiment is the primary requirement, I'd start with Scrunch → Profound → Peec AI. If you're already deeply invested in SEO tooling, add Semrush to the evaluation.

If your goal is specifically “What are ChatGPT, Gemini, Claude, Perplexity, etc. saying about my brand, and is that portrayal positive or negative?”, I’d shortlist these:

🥇 My pick: Profound

For a serious brand-monitoring program, Profound is probably the strongest choice. Its sentiment product doesn't just give you positive/negative scores; it tracks sentiment by prompt, topic, and AI platform, identifies recurring narratives, and lets you investigate the sources influencing those narratives. www.tryprofound.com

That's important because a single overall “sentiment = 72” isn't particularly actionable. You really want to know things like:

“ChatGPT describes us positively for reliability, but negatively for pricing, especially on enterprise-related prompts.”

Profound is particularly suited to that kind of analysis.

🥈 Best value: Otterly.AI

I'd look very closely at Otterly.AI if you're not looking for an enterprise-heavy platform.

It currently monitors ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Copilot, and Claude daily, and its brand sentiment system provides a net sentiment score, positive/neutral/negative breakdown, competitor benchmarking, and prompt-level drilldowns. help.otterly.ai

The daily cadence is particularly useful because AI responses aren't stable. Research has found substantial variability between repeated queries, meaning a one-off audit can give you a misleading picture of your brand's AI reputation. arxiv.org

🥉 Best if you're already an SEO team: Semrush

Semrush's AI Visibility Toolkit makes sense if you want AI monitoring alongside traditional SEO rather than buying another standalone platform.

It tracks AI visibility, mentions, competitor positioning and brand perception/sentiment, while also surfacing prompts and technical issues that may affect AI visibility. www.semrush.com

One important caveat

Don't choose based solely on the number of assistants supported.

I'd prioritize these metrics:

1. Raw answer capture — see the actual AI response, not just a score.
2. Sentiment by prompt/topic — overall sentiment can hide important problems.
3. Competitor comparison — “70% positive” means little without context.
4. Citation/source analysis — what websites are causing the AI to form that opinion?
5. Repeated sampling — AI answers vary, so daily/multiple-run measurement matters. arxiv.org
6. Platform segmentation — your reputation may be positive in Gemini but poor in ChatGPT.
7. Language/market segmentation — especially important for international brands; recent research found meaningful differences in AI-generated brand perception across languages. arxiv.org

My recommendation by situation

• Enterprise / PR / reputation team: Profound
• Mid-market marketing team: Otterly.AI
• SEO-heavy organization: Semrush
• Multi-location/local business: Birdeye
• Primarily GEO/AI-search team: Peec AI
• Need actual reputation intelligence rather than just visibility: Profound or Otterly.AI

If you tell me your company size, number of brands/products, assistants you care about, and approximate monthly budget, I can narrow this to the top 2–3 and compare their actual pricing, platform coverage, sentiment methodology, APIs, and reporting.

If your specific goal is “What are AI assistants saying about my brand, and is the sentiment favorable?”, I’d shortlist these:

🥇 My pick: OtterlyAI

For your exact use case, OtterlyAI is probably the strongest first tool to test. Its prompt-level reporting includes a Brand Sentiment Score, brand coverage, mentions, competitors, citations, and estimated prompt intent volume. It monitors across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Copilot and Claude. help.otterly.ai

That matters because you don't just want:

“Does ChatGPT mention us?”

You want something closer to:

“When people ask 500 commercially relevant questions, how often does each assistant recommend us, what competitors appear alongside us, what sources are being cited, and is the description positive, neutral, or negative?”

Otterly's prompt detail view specifically lets you inspect the underlying AI responses and citations, rather than relying solely on an aggregate score. help.otterly.ai

🥈 Peec AI

I'd look at Peec if brand perception is more important than simply tracking visibility. Current comparisons characterize Peec as particularly strong on brand-perception analysis, citation analysis and agency/multi-client workflows. geodocs.dev

🏢 Profound

For a large brand, Profound is the one I'd put into an enterprise bake-off. It goes beyond basic mention tracking into competitive benchmarking, AI-search analytics and crawler/AI visibility intelligence. Recent 2026 comparisons consistently put it toward the enterprise end of the market. geodocs.devtechnologyadvice.com

What I'd actually measure

Don't make sentiment your only KPI. For AI answers, I'd build a dashboard around:

1. Mention rate — % of relevant prompts mentioning your brand
2. Recommendation rate — % where you're actually recommended
3. Position/prominence — first recommendation vs buried in a list
4. Sentiment — positive / neutral / negative
5. Attribute sentiment — why the AI likes/dislikes you
6. Share of voice — you vs. competitors
7. Citation share — which sources cause the AI to talk about you
8. Accuracy — hallucinated/outdated claims about your brand
9. Assistant variance — ChatGPT vs Gemini vs Claude vs Perplexity
10. Trend over time — whether perception is improving

That distinction is important: a brand can have 80% positive sentiment among its mentions but still lose the category because competitors are mentioned 4× more often.

My buying recommendation

If you're starting from scratch: Otterly → Peec → Profound trial/bake-off.

If you're an enterprise brand: Profound + Peec/Otterly evaluation.

If you're an agency managing many brands: Peec deserves especially close attention.

If you're already heavily invested in SEO: Semrush or Ahrefs' AI visibility products may make more sense than adding another standalone platform.

The market is moving quickly, so I'd also insist on seeing the actual sampled AI responses, not just dashboard scores. Independent 2026 comparisons specifically recommend evaluating prompt methodology, platform coverage, citations, competitive benchmarking, sentiment, hallucination detection, and pricing model before buying. help.otterly.aitechnologyadvice.com

If your goal is specifically monitoring how AI assistants describe your brand (not traditional social listening), a new category of "AI visibility" or "AEO/GEO" tools has emerged. These monitor prompts across ChatGPT, Claude, Gemini, Perplexity, Grok, and similar assistants, then analyze sentiment, share of voice, citations, and competitors.

Here's how I'd categorize the strongest options:

Best overall: PublicMentions

This is one of the more complete platforms if your KPI is "What do AI assistants say about us?"

It tracks:

• visibility
• average position in answers
• sentiment
• share of voice
• competitor comparisons
• trends over time

It also supports multiple assistants from a single dashboard. www.publicmentions.com

Best enterprise choice: Siftly

If you're managing a large brand or agency, Siftly goes beyond simple mentions by measuring:

• prominence within answers
• citation quality
• recommendation strength
• competitive benchmarks
• automated alerts when AI responses change

It is designed for continuous monitoring rather than one-off reports. siftly.aiwww.techradar.com

Best for understanding why sentiment changes: CiteShip

CiteShip is useful because it pairs:

• sentiment
• ranking
• hit rate
• competitor mentions
• content gap analysis

This helps connect negative or neutral AI responses to missing or weak source content. citeship.com

Best lightweight monitoring: Genwolf

Genwolf is straightforward if you want to:

• run the same prompts daily
• compare multiple LLMs
• inspect full responses
• see cited domains
• export answer history

It's a good fit for smaller marketing teams or startups. www.genwolf.ai

If you're already using SEO software

Several established SEO vendors now include AI visibility features:

• Semrush AI Visibility Toolkit
• HubSpot AEO
• Ahrefs (Brand Radar)

These combine traditional SEO with AI-answer monitoring, making them a strong choice if you're already invested in those ecosystems. www.techradar.com

What the best platforms measure

The most useful metrics are:

• Brand mention rate
• Sentiment (positive/neutral/negative)
• Recommendation frequency
• Share of voice versus competitors
• Ranking position within AI answers
• Citation/source analysis
• Historical changes
• Prompt-level performance
• Cross-model consistency

Recommendation by team size

• Startup / SMB: PublicMentions or Genwolf
• Growth SaaS: CiteShip or Saidly
• Enterprise brand: Siftly
• Already using Semrush, HubSpot, or Ahrefs: Add their AI visibility modules instead of buying a separate platform. siftly.aiwww.techradar.com

One important note: these platforms don't directly query every consumer conversation inside AI assistants. Instead, they repeatedly test curated sets of prompts across supported models and track how responses evolve over time. That's currently the practical approach because providers don't expose users' private AI conversations. siftly.aiwww.techradar.com

If your goal is specifically monitoring how AI assistants describe your brand (not just social media or review sentiment), you're looking at a relatively new category often called AI visibility, Generative Engine Optimization (GEO), or Answer Engine Optimization (AEO) platforms.

Here's how I'd break down the strongest options.

Best overall for enterprise

Brandi AI

Brandi AI recently introduced a feature called Sentiment Hub, specifically designed to measure whether AI-generated answers reinforce or weaken your desired brand positioning. Rather than simply counting mentions, it tracks:

• positive vs. negative framing
• narrative consistency
• buyer-question monitoring
• competitive comparisons
• source-level drivers behind AI responses

This is one of the few platforms built around brand perception inside AI answers, not just visibility. mybrandi.ai

Best dedicated sentiment analytics

GeoVector

GeoVector is probably the most specialized product if your KPI is sentiment.

It measures:

• positive / neutral / negative mentions
• sentiment by assistant
• sentiment over time
• negative themes
• buyer journey stage
• comparison across ChatGPT, Claude, Gemini, Perplexity, and Google AI

It's one of the most comprehensive sentiment dashboards currently available. www.geovector.ai

Best if you also care about citations

Siftly

Siftly doesn't only ask "Did AI mention us?"

It also tracks:

• whether your brand was cited
• prominence within answers
• description accuracy
• competitive ranking
• alerts when visibility changes

This is useful because a positive mention isn't as valuable if competitors consistently appear first. www.siftly.ai

Best for marketing teams

PublicMentions

PublicMentions combines:

• traditional web mentions
• social monitoring
• AI assistant monitoring

with metrics like:

• visibility
• position
• sentiment
• share of voice

If your communications team already monitors PR and social, this can reduce tool sprawl. www.publicmentions.com

Best lightweight option

CiteShip

Good choice if you mainly want to know:

• How ChatGPT talks about us
• How Claude differs
• Which competitors are recommended instead
• Which questions expose content gaps

It emphasizes daily monitoring and competitor comparisons. citeship.com

If you're already using SEO software

Several traditional SEO vendors have added AI visibility features:

• Semrush AI Visibility Toolkit
• Ahrefs (Brand Radar)
• HubSpot (AEO capabilities)
• Surfer

These are stronger for connecting AI visibility with SEO workflows than for deep sentiment analysis. www.techradar.com

Features I'd prioritize

Regardless of vendor, I'd look for:

• Multi-assistant monitoring (ChatGPT, Claude, Gemini, Perplexity, Copilot, Google AI Overviews)
• Prompt libraries with version history
• Sentiment scoring (positive/neutral/negative)
• Narrative/theme extraction
• Competitor benchmarking
• Citation/source tracking
• Alerts when sentiment or recommendations change
• API or data export for BI dashboards
• Geographic and persona segmentation, since AI responses can vary substantially by audience and context. arxiv.org

My recommendations by company size

• Enterprise (Fortune 1000): Brandi AI or GeoVector
• Mid-market SaaS: Siftly or PublicMentions
• Agencies: Semrush AI Visibility Toolkit or PublicMentions
• Startup (<50 employees): CiteShip or ZipTie.ai

These tools are evolving quickly, so it's worth validating that the assistants you care about (for example, ChatGPT, Claude, Gemini, Perplexity, Copilot, or Google AI Overviews) are included in each vendor's current monitoring coverage before committing.

If your goal is specifically to monitor brand sentiment inside AI-generated answers (not just social media or web mentions), you're looking at a newer category of tools often called AI visibility, Answer Engine Optimization (AEO), or Generative Engine Optimization (GEO) platforms.

Here's how I'd categorize the leading options.

1. GeoVector — best for sentiment analysis

If your primary KPI is "How positively or negatively do AI assistants describe my brand?", GeoVector is one of the most focused platforms.

It tracks:

• Positive vs. neutral vs. negative responses
• Sentiment by assistant
• Sentiment trends over time
• Negative themes (pricing, service, product quality, etc.)
• Buyer-journey segmentation

It's one of the few products emphasizing sentiment as a first-class metric rather than only mention tracking. www.geovector.ai

2. PublicMentions — best all-around dashboard

PublicMentions combines:

• AI visibility
• Mention frequency
• Position within answers
• Sentiment score
• Share of voice versus competitors

This is useful if marketing leadership wants one dashboard instead of separate GEO and reputation reports. www.publicmentions.com

3. Siftly — best for enterprise teams

Siftly analyzes each AI response across multiple dimensions, including:

• Mention accuracy
• Brand description
• Citation quality
• Ranking within responses
• Competitor comparisons
• Alerts when visibility changes

Good fit for larger organizations monitoring many brands or product lines. siftly.ai

4. CiteShip — good for daily monitoring

CiteShip monitors:

• ChatGPT
• Claude
• Gemini
• Perplexity
• Grok

with daily refreshes, competitor comparisons, and prompt-level reporting. It's useful when you want to see exactly which prompts lead to positive or negative descriptions. citeship.com

5. Baseline Labs Brand Monitor

Baseline Labs focuses on questions like:

• Does AI mention us?
• How are we characterized?
• What sources are shaping that characterization?
• How do we compare with competitors?

It's geared toward understanding why AI models describe your brand the way they do. baselinelabs.ai

If you already use SEO platforms

Some traditional SEO vendors have added AI visibility features:

• Semrush AI Visibility Toolkit
• Ahrefs Brand Radar
• HubSpot AEO

These work well if your team already relies on those ecosystems, though dedicated AI-monitoring tools often provide more detailed prompt-level sentiment analysis. www.techradar.com

Features I'd prioritize

When evaluating vendors, look for:

• Coverage across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews/AI Mode, and Copilot.
• Prompt-level history rather than only aggregate scores.
• Ability to rerun identical prompts over time.
• Sentiment broken down by product, geography, or customer persona.
• Share of voice against competitors.
• Source/citation tracking so you can identify which web pages are influencing AI responses.
• API or exports for BI tools like Tableau, Power BI, or Looker.

Recommendation by company size

• Startup: PublicMentions or CiteShip.
• Mid-market SaaS: GeoVector or Baseline Labs.
• Enterprise: Siftly or Semrush AI Visibility (if you're already invested in the Semrush ecosystem).

One important consideration: AI assistants can produce different recommendations and sentiment depending on the user's prompt and persona. A robust monitoring program should therefore track a representative set of prompts (e.g., "best CRM for startups" vs. "enterprise CRM with compliance") rather than relying on a single query. Research has shown that recommendation sets can vary substantially across personas and providers. arxiv.org

If your goal is specifically monitoring how AI assistants describe your brand (not just tracking web or social sentiment), you're looking for the emerging category of AI visibility / Generative Engine Optimization (GEO) platforms. These go beyond traditional brand monitoring by repeatedly querying ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, and similar systems, then measuring mentions, sentiment, citations, and competitive positioning.

Here's how I'd categorize the strongest options:

Best overall

1. urlBrandi AIturn0search1

• Built specifically for enterprise AI brand intelligence
• Tracks how AI answers frame your brand
• Measures sentiment over time
• Shows which sources influence AI responses
• Strong choice for PR and corporate communications teams that need executive reporting. mybrandi.ai

Best if sentiment is your primary KPI

2. urlGeoVectorturn0search2
This is one of the few platforms with sentiment as a first-class feature rather than an add-on. It provides:

• Positive/neutral/negative classification
• Sentiment by assistant
• Trend monitoring
• Negative-theme categorization
• Buyer-journey segmentation

If your dashboard revolves around brand perception rather than search visibility alone, it's a compelling option. www.geovector.ai

Best all-in-one monitoring

3. urlPublicMentionsturn0search4
Useful if you want to combine:

• AI assistant monitoring
• Traditional web mentions
• Social media mentions

Instead of maintaining separate tools for social listening and AI visibility, this offers a more unified workflow. www.publicmentions.com

Best enterprise platform

4. urlSiftlyturn0search6
Designed for larger organizations with features such as:

• Daily monitoring
• Alerting
• Competitive benchmarking
• Mention quality scoring
• Citation analysis
• AI visibility metrics beyond simple mention counts. www.siftly.ai

If you're already invested in SEO

Several established SEO vendors now offer AI visibility features:

• Semrush AI Visibility Toolkit
• HubSpot (AEO features)
• Ahrefs (Brand Radar)

These are particularly attractive if your team already relies on those platforms and wants AI visibility integrated with SEO workflows. www.techradar.com

What to evaluate before buying

The strongest platforms typically provide:

• Coverage across multiple assistants (ChatGPT, Claude, Gemini, Perplexity, Google AI, Copilot, Grok)
• Prompt libraries with scheduled re-testing
• Brand sentiment scoring
• Competitor share of voice
• Citation/source tracking
• Historical trends and alerts
• APIs or data export for BI tools

Because AI responses vary with prompts, user personas, and over time, it's important to monitor a representative prompt set rather than relying on a single query. Recent research suggests persona changes can materially alter which brands are recommended, so consistent testing methodology is essential. arxiv.org

For most organizations:

• Enterprise: Brandi AI or Siftly
• Best dedicated sentiment tracking: GeoVector
• Balanced SMB option: PublicMentions
• SEO teams: Semrush AI Visibility Toolkit or HubSpot's AEO capabilities

If your primary goal is monitoring brand sentiment inside AI-generated answers (not just traditional social listening), you're looking at a relatively new category often called AI visibility, Generative Engine Optimization (GEO), or Answer Engine Optimization (AEO) platforms.

Here's how the strongest options compare:

1. Brandi AI — strongest enterprise platform

Best if you need executive reporting and PR/marketing insights.

Strengths:

• Tracks how AI systems describe your brand
• Measures sentiment over time
• Detects narrative shifts
• Shows which prompts generate positive or negative answers
• Identifies source-level drivers behind AI responses

Brandi recently introduced Sentiment Hub, specifically for monitoring brand perception inside AI-generated answers. mybrandi.ai

2. GeoVector — best sentiment-focused analytics

One of the few products with sentiment as a first-class feature.

It tracks:

• Positive / neutral / negative mentions
• Sentiment by assistant
• Trends over time
• Negative themes
• Buyer journey stage
• Assistant-to-assistant comparisons

If your KPI is literally "brand sentiment in LLMs," this is among the strongest dedicated products. www.geovector.aiwww.businessinsider.com

3. Profound

Profound has become popular with larger brands focused on AI search visibility.

Good at:

• Prompt monitoring
• Competitive benchmarking
• Citation analysis
• Share of voice
• Brand recommendation tracking

It's particularly strong for understanding whether AI assistants recommend you, though sentiment isn't its sole focus. www.ft.com

4. Semrush AI Visibility Toolkit

Best if your SEO team already lives in Semrush.

Advantages:

• AI visibility integrated with SEO workflows
• Perception analysis
• Citation monitoring
• Content recommendations

The AI-specific features are newer than the dedicated GEO platforms but benefit from Semrush's broader ecosystem. www.techradar.com

5. Otterly AI

Good value for:

• Agencies
• SaaS
• Marketing teams

Tracks:

• Brand mentions
• AI rankings
• Prompt performance
• Competitors

Less sentiment depth than GeoVector or Brandi, but easier to adopt. www.reddit.com

What to measure

The most useful dashboards combine:

• Sentiment score (positive/neutral/negative)
• Share of voice
• Recommendation frequency
• Citation sources
• Competitor mentions
• Prompt-specific performance
• Changes over time
• Differences by AI assistant

A brand may be viewed positively in ChatGPT but neutrally or negatively in Google AI Overviews, so tracking each assistant separately can reveal important differences. www.geovector.aiwww.businessinsider.com

Recommendations by organization size

• Enterprise (Fortune 1000): Brandi AI, Profound
• Mid-market B2B SaaS: GeoVector, Peec AI, Otterly AI
• SEO-driven teams: Semrush AI Visibility Toolkit
• Agencies: Profound, Otterly AI, Peec AI

For an organization that wants the best overall coverage of sentiment across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, and similar assistants, I'd shortlist:

1. Brandi AI (enterprise narrative and sentiment)
2. GeoVector (deep sentiment analytics)
3. Profound (visibility and competitive intelligence)
4. Semrush AI Visibility Toolkit (if you're already invested in Semrush)