ChatGPT answers, unedited

Gumshoe, Semrush AI Visibility, and Lettertrace all fit. They track how AI assistants describe your brand and show sentiment/visibility over time. Gumshoe AI Semrush Lettertrace

• Gumshoe — strongest dedicated AI-brand monitoring; tracks sentiment across ChatGPT, Gemini, Claude, Perplexity, etc., with time-series trends. Gumshoe AI
• Semrush AI Visibility — good if you already use Semrush; tracks sentiment, narratives, mentions, and competitor visibility. Semrush
• Lettertrace — open-source/developer-focused option with sentiment and week-over-week trends. Lettertrace

If your specific goal is “how positively does ChatGPT talk about my brand, and is that getting better or worse?”, I’d look first at Gumshoe or Lettertrace.

Yes — the category you’re looking for is AI/LLM brand monitoring or AI visibility tracking. Several tools now specifically track how assistants describe your brand and trend the results over time.

A few that match your requirement particularly closely:

• Gumshoe — Tracks ChatGPT, Claude, Gemini, Perplexity and others, including sentiment, recommendation rate, mention frequency, and time-series trends. It also lets you test different buyer personas. gumshoe.aiaskairank.com
• Clovion AI — Explicitly tracks positive/neutral/negative sentiment over time across ChatGPT, Claude, Gemini, Perplexity, Grok and AI Overviews, with prompt-level context. www.clovion.ai
• Hootsuite LLM Insights — More enterprise/social-listening oriented; tracks how AI assistants describe and recommend brands, including sentiment, misinformation, narrative gaps, mentions and share of voice. www.hootsuite.com
• GetMentions AI — Tracks visibility, rank and sentiment over time across up to 13 AI platforms, with breakdowns by prompt, competitor, market and language. www.getmentions.ai
• AskAiRank — Specifically offers scheduled monitoring and reports whether sentiment is trending up or down across major AI assistants. askairank.com

If your key requirement is literally “Are AI assistants becoming more positive about my brand?”, I'd shortlist Gumshoe, Clovion, and GetMentions AI because they explicitly combine sentiment with longitudinal/trend data.

One important distinction: these tools generally sample controlled prompts repeatedly rather than accessing users' private ChatGPT conversations. So the resulting sentiment trend means “how the monitored AI models respond to our tracked questions over time,” not “the sentiment of every real conversation about our brand.”

Tools that do this are usually called AI brand monitoring, LLM visibility tracking, or AI search sentiment analysis platforms. Options include:

• tryprofound.com — Tracks how AI engines describe your brand, with sentiment dashboards, trend charts, prompt-level analysis, and source attribution. Profound
• semrush.com — Monitors AI-generated brand narratives, sentiment trends, competitor comparisons, and mentions across AI platforms. Semrush
• saidly.ai — Focused on AI assistant sentiment tracking; scores how positively assistants like ChatGPT, Claude, Gemini, and Grok describe a brand over time. Saidly
• lettertrace.com — Tracks AI mentions, share of voice, and sentiment trends across assistants. Lettertrace

If your goal is specifically “How positively do ChatGPT/Claude/Gemini talk about my brand week over week?”, look for features like:

• sentiment score trend lines
• saved prompt tracking (“best tools for X,” “is X worth it?”)
• competitor benchmarking
• exact AI responses captured over time
• cited sources behind AI answers

These are generally considered part of GEO (Generative Engine Optimization) or AI reputation management. Semrush Pi Datametrics

Yes — this is now a distinct category usually called AI visibility / LLM brand monitoring.

A few tools that fit your exact requirement:

• nightwatch.io — tracks mentions across ChatGPT, Claude, Gemini, Perplexity and Copilot, with positive/neutral/negative sentiment, context, visibility and competitor mentions. Good if you also want traditional SEO/rank tracking.
• promptwatch.com — particularly focused on AI-generated brand sentiment and visibility, with tracking across major LLMs and historical analysis.
• rankr.so — explicitly gives a 0–100 sentiment score, visibility and position by model, with daily tracking and trends.
• mentiongeo.ai — tracks visibility, sentiment and prompt performance over time, plus competitors and citations.
• askairank.com — very close to your wording: monitors how assistants describe your brand and whether sentiment is trending up or down.

My pick

If your primary question is “Are ChatGPT/Claude/Gemini/etc. becoming more positive about my brand over time?”, I'd start with Rankr or Promptwatch.

If you also want SEO + AI visibility in one platform, I'd look at Nightwatch.

One important distinction: these tools generally sample controlled prompts repeatedly rather than secretly monitoring everyone's private ChatGPT conversations. So you're measuring something like “How does AI answer representative customer questions about my brand, and how does that answer change over time?” presenc.ai rankr.so

If you tell me your brand/category and whether you're B2B or B2C, I can narrow this to the best 2–3 options and compare price, models tracked, sentiment methodology, historical data, and alerts.

Yes — what you’re looking for is generally called AI brand monitoring, LLM visibility tracking, or GEO monitoring.

A few tools specifically do the combination of “what do AI assistants say about my brand?” + sentiment + trends over time:

• nightwatch.io — Tracks ChatGPT, Claude, Gemini, Perplexity and Copilot, including mentions, positive/neutral/negative sentiment, competitors, and historical changes. This is probably the closest match to your description.
• demandsphere.com — More enterprise-oriented; tracks AI mentions, citations, sentiment, competitive positioning, and trends across 10+ AI engines. DemandSphere
• asklab.ai — Tracks brand visibility, sentiment, rankings, citations, and share of voice across ChatGPT, Gemini, Claude, Perplexity, and other AI search experiences.
• rankr.so — Explicitly gives a 0–100 sentiment score per AI mention and tracks it over time alongside visibility and position.
• livesov.com — Tracks sentiment per mention, charts it over time, and can alert you when sentiment drops.
• lettertrace.com — Interesting if you want something developer-friendly/open-source; it tracks sentiment and produces week-over-week trend data.

My pick

If your exact requirement is:

“Show me whether ChatGPT and other assistants are becoming more or less positive about my brand over the next 6–12 months.”

I'd shortlist Nightwatch, DemandSphere, and Rankr. Nightwatch looks particularly straightforward for a marketing/brand team because it combines LLM mentions + sentiment + competitors + historical monitoring in one dashboard. Nightwatch

One important distinction: these tools aren't measuring users' sentiment toward your brand. They're measuring the sentiment/tone of AI-generated answers when the AI discusses your brand, which is a newer but increasingly useful metric. Recent industry coverage describes this broader category as “AI Visibility.” vogue.com

Yes. What you’re looking for is usually called AI brand monitoring / LLM visibility tracking—tools that repeatedly query ChatGPT, Claude, Gemini, Perplexity, etc., then track mentions, sentiment, share of voice, and changes over time.

A few good fits:

• rankr.so — probably the closest match. It tracks AI visibility and gives a 0–100 sentiment score, daily model-level breakdowns, competitor comparisons, and historical trends. Rankr
• nightwatch.io — tracks ChatGPT, Claude, Gemini, Perplexity and Copilot, with positive/neutral/negative sentiment, context, mentions, and trends. Nightwatch
• promptwatch.com — more marketing/SEO oriented, with AI sentiment and visibility monitoring across multiple LLMs. Promptwatch
• llmmonitor.io — emphasizes daily historical tracking, sentiment, citations, and competitor benchmarking. LLMMonitor
• lettertrace.com — interesting if you want a lightweight/open-source option; it explicitly charts visibility and sentiment week over week. Lettertrace

If your key requirement is specifically “Is ChatGPT talking about us more positively this month than last month?” I'd start with Rankr or Nightwatch. If you tell me your company size/budget (e.g. <$100/mo, $500/mo, enterprise), I can narrow it to the best 2–3 options.

Yes — the category you’re looking for is AI brand visibility / LLM monitoring. These tools repeatedly query ChatGPT and other AI assistants, analyze how your brand is described, and trend sentiment over time.

A few strong fits:

• rankr.so — tracks ChatGPT, Claude, Gemini, and Perplexity daily, with 0–100 sentiment scores and sentiment trends over time, plus visibility and competitor share of voice. Rankr
• diploria.ai — particularly focused on brand reputation: detects mentions, classifies them as recommended/neutral/negative, and trends sentiment by AI engine. Diploria AI
• clovion.ai — tracks positive/neutral/negative sentiment across six AI engines and shows sentiment trends over weeks. Clovion AI
• pi-datametrics.com — more enterprise/market-intelligence oriented, with brand sentiment, mentions, competitors, queries, and cited sources over time. Pi Data Metrics

If your exact requirement is “How positively are AI assistants talking about my brand, and is that getting better or worse?” I’d start with Rankr or Diploria. Rankr looks especially straightforward for a dashboard-style sentiment trend; Diploria looks stronger if reputation monitoring and alerts are the priority.

If you tell me your brand + budget (free / <$100/mo / enterprise), I can narrow it to the best 2–3 options.

If you mean tracking how AI chat assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) describe your brand over time and measuring whether that perception is becoming more positive or negative, you’re looking for an AI brand monitoring / AI visibility tracking tool rather than a traditional social listening platform.

Some options:

• mentionscout.com — Tracks brand mentions across AI engines, with visibility scores, sentiment scores, competitor comparisons, and time-based trends. MentionScout
• lettertrace.com — Focuses on monitoring AI answers from models like ChatGPT, Claude, and Gemini; tracks mention frequency, share of voice, and sentiment trends over time. Lettertrace
• diploria.ai — Provides AI brand monitoring with sentiment classification, prompt-level results, and sentiment trend dashboards across multiple AI engines. Diploria AI
• askairank.com — Tracks AI assistant mentions, sentiment breakdowns, and visibility changes over time. AskAiRank
• pi-datametrics.com — More enterprise/SEO-oriented; measures how brands appear in AI-generated answers and compares sentiment and visibility against competitors. Pi Datametrics

For choosing one:

• Marketing/brand team: MentionScout, Diploria, or Pi Datametrics are closer to dashboards and reporting. MentionScout Diploria AI Pi Datametrics
• Technical team wanting control/self-hosting: Lettertrace is worth evaluating. Lettertrace
• Competitive AI search visibility work (GEO/AEO): Look for tools that track prompts, rankings, citations, and sentiment—not just raw mentions. MentionGEO

The key metrics to look for are:

• Positive/neutral/negative sentiment trend over weeks or months
• Share of AI answers mentioning your brand
• Whether assistants recommend you vs. competitors
• Common prompts where sentiment is strong or weak
• Sources/citations influencing AI responses

If you mean general internet conversations about your brand (social media, Reddit, news, reviews) rather than AI assistants talking about your brand, the best tools are a different category (e.g., social listening platforms). hootsuite.com hootsuite.com

The category you’re looking for is usually called AI brand monitoring, LLM visibility tracking, or generative engine optimization (GEO) analytics. These tools repeatedly query AI assistants (such as ChatGPT, Claude, Gemini, and Perplexity), record whether your brand appears, analyze the tone of those mentions, and show trends over time. tracemetry.compi-datametrics.comjujugeo.com

Some tools that fit your description:

When evaluating one, look for these capabilities:

• Prompt monitoring: tracks the questions customers actually ask AI assistants (“best tools for…”, “alternatives to…”, “is X worth it?”)
• Mention rate: how often your brand appears
• Sentiment score: positive vs. neutral vs. negative framing
• Recommendation share: whether AI recommends you versus competitors
• Citation/source tracking: what websites and content influence AI answers
• Historical trends: week-over-week or month-over-month movement tracemetry.compi-datametrics.comjujugeo.com

If you’re a large brand/enterprise, I’d look first at platforms like Profound, Pi Datametrics, or Siftly. If you want a lighter-weight way to start measuring AI reputation, Lettertrace or similar AI visibility trackers may be a better fit. lettertrace.commentioned-on.com

The category you’re looking for is usually called AI brand monitoring, LLM visibility tracking, or generative engine optimization (GEO) analytics. These tools repeatedly query chat assistants (such as ChatGPT, Claude, Gemini, and Perplexity), analyze how your brand is described, score sentiment, and show trends over time. Profound LLMMonitor

Some tools that do this:

• scrunch.com — Tracks brand sentiment in AI responses, including positive/mixed/negative classifications, platform breakdowns, prompt-level analysis, and sentiment trends over time. Scrunch
• tryprofound.com — Provides AI search sentiment dashboards, trend charts, topic analysis, and visibility into what narratives are shaping how AI describes your brand. Profound
• lettertrace.com — Tracks how models like ChatGPT, Claude, and Gemini mention your company, with visibility, share-of-voice, sentiment scores, and historical trends. Lettertrace
• llmmonitor.io — Monitors AI answers across major models and reports brand mentions, sentiment, competitor comparisons, and trends. LLMMonitor
• rankr.so — Tracks AI visibility metrics including sentiment scores and daily trends across AI models. Rankr

If you want enterprise PR/reputation monitoring, look at AI extensions from established social listening platforms; if you want SEO/GEO teams optimizing how AI recommends a brand, purpose-built AI visibility tools are usually a better fit. Promptwatch

Key features to compare:

• Sentiment trend line (positive/neutral/negative over weeks or months)
• Exact prompts that triggered mentions
• Full AI responses (not just scores)
• Competitor comparison/share of voice
• Source/citation tracking (what information is influencing the AI answer)
• Alerts when sentiment drops or recommendations change

If you mean specifically “how ChatGPT talks about my brand” rather than AI search generally, prioritize tools that store repeated ChatGPT response snapshots and sentiment history. linksii.com

Yes — what you’re looking for is generally called an AI brand monitoring / AI visibility tracking tool. These tools repeatedly ask ChatGPT and other AI assistants about your category, then measure mentions, sentiment, rankings, and trends.

A few good fits:

• rankr.so — probably the closest match. Tracks ChatGPT, Claude, Gemini, and Perplexity, with 0–100 sentiment scores and sentiment trends over time, plus competitor/share-of-voice tracking. Rankr
• mentiongeo.ai — tracks how ChatGPT, Claude, Gemini, Google AI, and Perplexity describe your brand, including sentiment and trend analytics. MentionGEO
• getmint.ai — broader AI-search monitoring with visibility, citations, sentiment, and share of voice across major AI models. GetMint
• lettertrace.com — interesting if you want a free/open-source option. It tracks ChatGPT, Claude, and Gemini and produces week-over-week sentiment and visibility trends. Lettertrace
• diploria.ai — particularly focused on sentiment, categorizing AI mentions as recommended, neutral, or negative and trending those categories over time. Diploria AI

If your exact requirement is “Are AI assistants becoming more positive about my brand over the next 6–12 months?” I'd start with Rankr or MentionGEO. They measure sentiment longitudinally rather than merely counting mentions.

If you tell me your brand and whether you care about ChatGPT only or ChatGPT + Claude/Gemini/Perplexity, I can narrow this down to the best 2–3 options and compare pricing/features.

If you mean tracking how positively AI chat assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) describe your brand over time, you’re looking for an AI brand monitoring / AI search visibility tool rather than a traditional social sentiment tool.

Some options:

• scrunch.com — Tracks sentiment in AI responses and can show positive/mixed/negative brand perception trends across AI platforms. Scrunch
• tryprofound.com — Built for AI search/answer-engine monitoring, with sentiment dashboards, trend charts, prompt-level analysis, and narrative tracking. Profound
• lettertrace.com — A lighter/open-source option that monitors how models mention your brand and tracks sentiment trends over time. Lettertrace
• rankr.so — Tracks AI visibility, competitor mentions, and sentiment scores across AI models with historical trends. Rankr
• llmpulse.ai — Focuses specifically on AI brand sentiment, including sentiment scoring and changes over time. LLM Pulse

For choosing:

• Enterprise brand/PR teams: Profound or Scrunch are closer to a full monitoring workflow. Scrunch Profound
• Marketing teams doing GEO/AEO (generative engine optimization): Rankr, Lettertrace, or similar AI visibility trackers are often a better fit because they combine sentiment with visibility/share-of-voice. Lettertrace Rankr
• If you mainly care about “are AIs recommending us more positively month over month?” prioritize tools that store the actual AI answers and chart sentiment by prompt/model, not just mention counts. Saidly Diploria AI

The category is still emerging, so I’d evaluate tools on whether they:

1. Query the actual assistants your customers use.
2. Save the full responses for auditability.
3. Track the same prompts consistently over time.
4. Separate mention frequency from sentiment/recommendation quality. Rankr livesov.com

Yes. The category you want is usually called AI brand visibility / LLM monitoring. These tools repeatedly run relevant prompts through ChatGPT, Claude, Gemini, Perplexity, etc., then track mentions, sentiment, share of voice, and changes over time.

A few good fits:

• rankr.so — tracks AI visibility, sentiment on a 0–100 scale, position, share of voice, and daily trends across ChatGPT, Claude, Perplexity, and Gemini. Rankr
• getmentions.ai — particularly strong if you want sentiment trends + competitor benchmarking + segmentation by prompt, market, persona, and language. GetMentions AI
• nightwatch.io — monitors mentions and sentiment across multiple LLMs and provides the surrounding context for each mention. Nightwatch
• lettertrace.com — a more developer-oriented/open-source option that explicitly charts visibility and sentiment week over week. Lettertrace
• hootsuite.com — worth considering if you already use Hootsuite; it focuses on how AI assistants describe, recommend, and compare your brand, including sentiment and narrative gaps. hootsuite.com

If your main requirement is literally “Is AI talking about my brand more positively or negatively than it used to?” I'd start with Rankr or GetMentions AI. They expose sentiment as a time-series metric rather than merely giving you individual mentions.

If you tell me your brand + industry + approximate budget, I can narrow this down to the best 2–3 and compare pricing, AI platforms covered, historical tracking, and sentiment methodology.

Yes — the category you want is AI/LLM brand monitoring or AI visibility tracking. These tools repeatedly run relevant prompts against ChatGPT and other assistants, then measure mentions, sentiment, visibility/share of voice, and trends over time.

Best fits

• peec.ai — Probably the closest match. It specifically tracks brand sentiment, position, visibility, and share of voice over time across ChatGPT, Gemini, Perplexity, Google AI products, and others. Peec AI
• hootsuite.com — Good if you already use Hootsuite; it monitors how AI assistants describe, recommend, and compare your brand, including sentiment and competitor share of voice. Hootsuite
• v3.nightwatch.io — Tracks ChatGPT, Claude, Gemini, Perplexity, and Copilot with daily mention and sentiment monitoring. Nightwatch
• lettertrace.com — Interesting lower-cost/open-source option. It tracks ChatGPT, Claude, and Gemini and explicitly provides week-over-week sentiment trends. Lettertrace

If your exact requirement is “How positively are ChatGPT and other AI assistants talking about my brand, and is that getting better or worse?” I'd start with Peec AI. It has the most direct match to sentiment-over-time tracking. Peec AI

If you tell me your brand and budget, I can also compare the top 3 tools on price, AI coverage, sentiment accuracy, historical trends, and alerts.

Yes — the category you’re looking for is AI brand monitoring / LLM visibility tracking. These tools repeatedly query ChatGPT and other assistants with relevant prompts, then track whether your brand appears, how it’s described, and how sentiment changes over time.

A few strong fits:

• diploria.ai — especially close to your description. It tracks brand sentiment across 11 AI engines, with sentiment trends by engine and prompt-level context. Diploria AI
• nightwatch.io — monitors ChatGPT, Claude, Gemini, Perplexity and Copilot, including sentiment, mentions, share of voice, and sentiment evolution. Nightwatch
• pi-datametrics.com — focused particularly on sentiment trends and competitive positioning in AI-generated answers. Pi Datametrics
• rankr.so — tracks visibility, position, and a 0–100 sentiment score across ChatGPT, Claude, Perplexity and Gemini. Rankr
• mentionflow.ai — runs prompts daily across 10 engines and tracks sentiment changes, competitors, citations, and the underlying AI responses. MentionFlow

If your main requirement is literally “show me whether ChatGPT is becoming more or less positive about my brand over weeks/months,” I'd start with Diploria or Pi Datametrics. If you also care about visibility, rankings, competitors, and citations, Nightwatch or MentionFlow looks more comprehensive.

If you tell me your brand/category and budget, I can narrow this to the 2–3 best options and compare pricing, AI models covered, historical data, and alerts.

Yes — this is an emerging category usually called AI brand monitoring, LLM visibility tracking, or GEO (Generative Engine Optimization) tracking.

A few tools specifically match what you described:

• gumshoe.ai — particularly strong if you want to understand how AI talks about your brand, not just whether it mentions you. It tracks visibility and sentiment across ChatGPT, Claude, Gemini, Perplexity and others, including time-series trends and competitor comparisons. Gumshoe AI
• siftly.ai — focused heavily on ChatGPT; tracks mentions, ranking, share of voice, cited sources and sentiment over time, with alerts when visibility changes. Siftly
• nightwatch.io — good if you already care about traditional SEO. It combines AI-brand monitoring with Google rankings and tracks sentiment, mentions and competitors across five LLMs. Nightwatch
• rankr.so — simpler AI visibility dashboard with a 0–100 sentiment score, daily tracking across ChatGPT, Claude, Gemini and Perplexity, plus trend reporting. Rankr
• askairank.com — tracks mentions and sentiment across multiple assistants and explicitly shows whether sentiment is trending up or down. AskAiRank

If your exact goal is: “Are ChatGPT/Claude/Gemini becoming more or less positive about my brand over the next 6–12 months?” I'd shortlist Gumshoe, Siftly, and Nightwatch.

One important distinction: these products generally re-run controlled prompts against AI assistants and analyze the resulting answers. They're not measuring every conversation users have with ChatGPT about your brand, which isn't publicly observable. Gumshoe AI Siftly

If you tell me your brand/category and approximate budget, I can compare the best 3–5 options on sentiment accuracy, historical trends, model coverage, competitor tracking, alerts, and price.

Yes — the category you’re looking for is AI brand visibility / LLM monitoring. These tools repeatedly query ChatGPT and other assistants with relevant prompts, then track mentions, sentiment, rankings, and trends over time.

A few good fits:

• lettertrace.com — specifically tracks how ChatGPT, Claude, and Gemini mention your company, including sentiment and week-over-week trends. It’s open-source and has a free option. Lettertrace
• siftly.ai — particularly good if your focus is ChatGPT. Tracks mention rate, position, share of voice, sentiment, competitors, and changes over time. Siftly
• visimatrix.com — tracks ChatGPT, Gemini, Claude, Perplexity and others, with sentiment, visibility scores, competitors, and historical trends. VisiMatrix
• getmentions.ai — broader enterprise-style monitoring across up to 13 AI platforms, with sentiment trends, competitor benchmarking, markets, and languages. GetMentions AI
• hootsuite.com — worth considering if you already use Hootsuite; it focuses on how AI assistants describe, recommend, and compare your brand, including sentiment and share of voice. Hootsuite

My pick: If you specifically want “Are AI assistants talking about my brand more positively this month than last month?”, I’d start with Lettertrace for a lightweight/free approach, or VisiMatrix / GetMentions AI if you want a more polished marketing dashboard.

The key metric to look for isn't just sentiment. Ideally you want mention rate + sentiment + position/rank + share of voice + historical trend, because a brand can have 90% positive sentiment while barely being mentioned at all.

Yes — the category you want is LLM/AI brand monitoring. These tools repeatedly query AI assistants and track whether your brand is mentioned, how favorably it’s described, your share of voice, and how those metrics change over time. AirOps Semrush

My shortlist

• semrush.com — probably the strongest all-around choice if you want sentiment + narratives + share of voice + competitor benchmarking + historical trends. It specifically tracks the sentiment behind citations and refreshes data regularly. Semrush
• nightwatch.io — particularly good if you already care about SEO. It monitors ChatGPT, Claude, Gemini, Perplexity and Copilot, with positive/neutral/negative sentiment and sentiment evolution over time. Nightwatch
• gumshoe.ai — interesting if you want to understand how different buyer personas experience your brand in AI conversations, rather than just counting mentions. It provides sentiment, recommendation rates and time-series trends across multiple models. Gumshoe AI
• diploria.ai — a particularly direct match to your wording: it shows sentiment trends by AI engine, including whether answers are recommended, neutral or negative. Diploria AI
• rankr.so — simpler-looking option focused on three core metrics: visibility, position and sentiment, tracked daily across major AI models. Rankr

If your main question is literally “Is ChatGPT/Claude/etc. becoming more positive or negative about my brand over the next 6–12 months?” I'd start with Semrush, Nightwatch, or Diploria.

One important distinction: these tools generally measure sentiment in AI-generated answers, not necessarily what the underlying public thinks of your brand. If you also want to know why the models are saying positive/negative things—e.g. Reddit, reviews, news, forums, and other source evidence—you'll want a tool that connects LLM monitoring with source-level sentiment. bigsentiment.com

If you tell me your brand + approximate company size/budget, I can narrow this to the best 2–3 tools and compare pricing, AI-model coverage, sentiment methodology, and historical tracking.

If you mean tracking how AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) describe your brand over time and measuring sentiment trends, you’re looking for an AI brand visibility / LLM monitoring tool (sometimes called GEO/AEO monitoring).

Some tools that do this:

• Lettertrace — Tracks mentions across AI assistants, including sentiment, share of voice, competitors, and trends over time. It is designed around monitoring how models answer brand-related prompts. Lettertrace
• Rankr — Monitors brand visibility across ChatGPT, Claude, Gemini, and Perplexity, with sentiment scoring and historical trends. Rankr
• Livesov — Tracks whether AI engines mention, recommend, or ignore a brand and reports sentiment/share-of-voice changes. Livesov
• Nightwatch — Includes AI brand mentions, sentiment/context analysis, and competitor tracking across major LLMs. Nightwatch
• Siftly — Focuses on ChatGPT visibility, including mention frequency, position, cited sources, and sentiment. Siftly

For a marketing/brand team, the dashboard metrics to look for are:

• Mention rate: How often AI assistants mention your brand
• Sentiment trend: Positive vs. neutral vs. negative descriptions over weeks/months
• Share of voice: Your brand mentions compared with competitors
• Recommendation rate: How often AI suggests your brand in buying scenarios
• Prompt coverage: Which customer questions lead to positive or negative mentions
• Model breakdown: Whether ChatGPT, Claude, Gemini, etc. differ in how they portray you

If you mean general internet/social sentiment (not AI assistants), tools like social listening platforms may fit better. But for “how do chat assistants talk about my brand,” use an AI visibility tracker. hootsuite.com eyeout.com

Yes — the category you’re looking for is AI brand visibility / LLM monitoring. These tools repeatedly query ChatGPT, Claude, Gemini, Perplexity, etc., then measure mentions, recommendation rate, sentiment, share of voice, competitors, and trends over time.

A few good fits:

• rankr.so — probably the closest match to your wording. It explicitly scores sentiment from 0–100, alongside visibility and position, and tracks those metrics daily across major AI models. Rankr
• gumshoe.ai — particularly interesting if you want to know how AI talks about your brand from different buyer personas. It tracks sentiment, recommendations, competitors, and time-series changes across multiple models. Gumshoe AI
• chatobserver.com — geared toward marketing/SEO/PR teams, with recurring monitoring of AI answers, sentiment, competitors, and citations. Chatobserver
• asklab.ai — tracks sentiment, rankings, citations, mentions, and share of voice in one dashboard. AskLab
• lettertrace.com — an open-source option if you’re technically inclined; it reports sentiment and produces week-over-week trend data. Lettertrace

My pick

If your core question is literally “Are AI assistants talking about my brand more positively or negatively than they used to?”, I'd start with Rankr or Gumshoe.

If you tell me your brand + industry + approximate budget, I can narrow this to the best 2–3 options and compare pricing, AI models covered, sentiment methodology, historical trends, competitor tracking, and alerts.

The category of tool you’re looking for is usually called AI brand visibility tracking, LLM monitoring, or Generative Engine Optimization (GEO) analytics. These tools repeatedly query AI assistants (such as ChatGPT, Claude, Gemini, and Perplexity), analyze the answers, score how your brand is described, and show sentiment trends over time. lettertrace.comwww.tryprofound.com

Some tools that specifically do this:

If your goal is specifically “How positively do ChatGPT and other assistants talk about my brand over months?”, I’d look for these features:

• Prompt tracking — runs the same buyer questions repeatedly (e.g., “best CRM for startups,” “is Brand X reliable?”)
• Sentiment scoring — positive/neutral/negative classification or a numeric score
• Model breakdown — separate views for ChatGPT vs Claude vs Gemini, since answers can differ
• Competitor benchmarking — whether competitors are recommended more often
• Citation/source analysis — what webpages, reviews, or articles are shaping the AI responses

For a lightweight/open-source approach, Lettertrace is worth exploring; for enterprise marketing teams, tools like Profound or Pi Datametrics are closer to a full brand-monitoring workflow. lettertrace.com

Yes. The closest fits are Profound and Peec AI.

• tryprofound.com — probably the best match for your exact requirement. It runs tracked prompts daily across ChatGPT and other AI engines, then provides positive/negative sentiment, sentiment trend lines over time, recurring themes, competitor comparisons, and the sources driving those perceptions. Profound Profound
• peec.ai — particularly good if you want broader AI-brand monitoring. It tracks mention frequency, visibility, position, share of voice, and a 0–100 sentiment score, including ChatGPT, Gemini, Perplexity, Claude and other engines. Peec AI Peec AI
• siftly.ai — more focused specifically on ChatGPT, tracking mentions, recommendations, position, citations, and sentiment over time. Siftly
• lettertrace.com — an interesting open-source/developer-oriented option that tracks ChatGPT, Claude and Gemini, including sentiment and week-over-week trends. Lettertrace

My pick

If your question is specifically “Is ChatGPT becoming more or less positive about my brand over the next 6–12 months?”, I'd start with Profound. Its sentiment product is explicitly designed around daily tracking and trend analysis, rather than simply counting mentions. Profound Profound Knowledge Base

If you tell me your brand/category and whether you care about ChatGPT only or all AI assistants, I can also compare the best 3 tools on price, model coverage, sentiment methodology, historical tracking, and reporting.

If you mean tracking how AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) describe your brand and whether that description becomes more positive or negative over time, the category is usually called AI brand sentiment monitoring, LLM visibility tracking, or GEO (Generative Engine Optimization) monitoring.

Tools that do this include:

• scrunch.com — Tracks sentiment in AI responses across platforms and can show positive/mixed/negative trends, including by model, prompt, topic, and competitor. Scrunch
• tryprofound.com — Provides AI brand sentiment dashboards, trend charts, prompt-level analysis, and insight into narratives shaping how AI describes your brand. Profound
• pi-datametrics.com — Tracks AI-generated mentions, sentiment distribution, and changes in AI brand perception over time. Pi Datametrics
• saidly.ai — Focused specifically on what AI assistants say about brands, including sentiment scores, model-by-model comparisons, quotes, and trends. Saidly
• gumshoe.ai — Measures brand visibility and sentiment across multiple AI models and buyer scenarios. Gumshoe AI
• livesov.com — Tracks mentions, recommendations, sentiment, and trends across major AI assistants. Livesov

For choosing one:

• Marketing/brand team: Profound or Scrunch are closer to a dashboard/reporting workflow. Scrunch Profound
• SEO/GEO team: Pi Datametrics, Gumshoe, or Livesov are more focused on AI visibility and competitive positioning. Pi Datametrics Gumshoe AI Livesov
• Smaller teams wanting direct “what does AI say about us?” tracking: Saidly or similar lightweight monitors may fit better. Saidly

A useful metric set to look for:

• Sentiment score over time (positive/neutral/negative)
• Share of voice vs competitors
• Mention frequency in AI answers
• Recommendation rate (“would AI suggest us?”)
• Which prompts produce negative framing
• Which sources/citations influence AI answers

If you mean traditional social listening sentiment (people posting about your brand, not AI assistants talking about it), that is a different tool category.

Yes — the category you want is AI search / GEO brand-visibility tracking.

Two particularly good fits:

• tryprofound.com — probably the closest match to your description. Its Sentiment feature tracks whether AI talks about your brand positively or negatively, shows daily sentiment trends, recurring themes, competitor comparisons, and the sources driving those narratives. It monitors ChatGPT, Claude, Gemini, Perplexity and other answer engines. Profound Profound
• peec.ai — tracks mention frequency, visibility, position, and sentiment across ChatGPT, Gemini, Perplexity, Google AI, Claude and others. It gives a 0–100 sentiment score and lets you see how perception changes over time. Peec AI Peec AI

My pick

If your primary question is “Is ChatGPT/AI becoming more or less positive about my brand over time, and why?”, I'd start with Profound. Its sentiment dashboard is specifically designed around positive/negative trends and the narratives and sources causing them. Profound

If you want broader AI-engine coverage plus a straightforward visibility/position/sentiment scorecard, Peec AI is a strong alternative. Peec AI

If you tell me your brand and industry, I can also compare the best 3–5 tools for your specific use case (including pricing and which AI models they actually track).

Yes — what you’re looking for is generally called LLM/AI brand monitoring or AI search visibility tracking. These tools repeatedly run relevant prompts against ChatGPT, Claude, Gemini, Perplexity, etc., then track mentions, recommendation rate, sentiment, competitors, and changes over time. Monde AI Semrush

A few strong fits:

• rankr.so — particularly close to your description. It tracks sentiment on a 0–100 scale, visibility, position, mentions, and daily trends across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Rankr
• gumshoe.ai — monitors how AI describes your brand, including sentiment, recommendation rates, competitors, and time-series trends across multiple models. Gumshoe AI
• nightwatch.io — tracks mentions, positive/neutral/negative sentiment, context, share of voice, and competitors with recurring scans. Nightwatch
• searchprism.io — tracks mention rate, sentiment, and trends by platform, with daily scheduled scans. Prism
• mentiongeo.ai — monitors brand mentions and reports average sentiment alongside visibility and competitor data. MentionGEO

If your primary requirement is literally “Are AI assistants becoming more positive about my brand over the next 6–12 months?”, I'd start by comparing Rankr, Gumshoe, and Nightwatch. They most directly expose sentiment as a longitudinal metric rather than merely showing whether you were mentioned.

If you tell me your brand + industry + approximate budget, I can narrow this to the 2–3 best options and compare pricing, model coverage, sentiment methodology, and reporting.

If you specifically want to track how AI assistants describe your brand over time (rather than traditional social media sentiment), there are now several tools built for that use case.

The strongest options include:

These platforms generally work by:

• Running a consistent set of prompts against AI assistants on a schedule.
• Recording whether your brand is mentioned.
• Scoring the tone (positive, neutral, negative).
• Tracking changes over days, weeks, or months.
• Comparing your brand with competitors.
• Showing which sources the AI cited. visimatrix.com

If your main goal is "Are ChatGPT and Claude becoming more positive about my company?", I'd narrow it down to:

• Profound for the most mature enterprise platform.
• Gumshoe if you also want buyer-persona analysis.
• GeoVector or Pi Datametrics if sentiment trends are your primary KPI.
• Lettertrace if you'd rather self-host and customize the monitoring pipeline. lettertrace.com

If you're looking for something lighter-weight or lower-cost, newer products like VisiMatrix, GeoBuddy, and Saidly also focus on AI brand sentiment and trend tracking, often with free tiers or trials. saidly.ai

Yes — the category you want is usually called AI visibility / GEO (generative engine optimization) monitoring.

Two particularly good fits:

• peec.ai — tracks how AI engines describe your brand, including sentiment scores, mention frequency, visibility, position, and share of voice. It tracks ChatGPT, Gemini, Perplexity, Google AI Overviews/AI Mode, and others, with sentiment trends over time. Peec AI Peec AI
• tryprofound.com — especially strong if you want a more enterprise-oriented view. Its Sentiment dashboard shows positive/negative sentiment, trend lines, recurring themes, competitor comparisons, and the sources influencing the narrative. It monitors ChatGPT, Claude, Gemini, Perplexity, Copilot, and other answer engines. Profound Profound Knowledge Base

Which I'd pick

If your specific question is “Is ChatGPT/Claude/etc. talking about my brand more positively or negatively than it used to?”, I'd shortlist Peec AI and Profound.

Peec looks particularly straightforward for ongoing brand monitoring; Profound looks stronger for deeper narrative/root-cause analysis and enterprise reporting. Profound Knowledge Base Profound

If you tell me your brand + whether you're looking mainly at ChatGPT or multiple AI assistants, I can compare the best 3–5 tools, including pricing and which ones actually show historical sentiment charts.

Yes. The closest match to exactly what you described is Profound.

• Profound — tracks how AI assistants talk about your brand, including positive/negative sentiment, recurring themes, and sentiment trends over time. It runs tracked prompts daily across AI platforms and lets you see which sources are driving the sentiment. www.tryprofound.com

Profound

• Peec AI — another strong option. It tracks brand sentiment on a 0–100 scale, mention frequency, visibility, and competitor comparisons across ChatGPT, Gemini, Perplexity, Claude and other AI engines. peec.ai

Peec AI

My pick: Profound if your priority is specifically “Is AI talking about us more positively or negatively, and why is that changing?” Peec is particularly compelling if you also want a straightforward sentiment score + visibility/share-of-voice benchmarking.

If you tell me your brand and industry, I can compare the best 3–5 tools for your use case, including pricing and which AI models they actually monitor.

If you mean tracking how AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) describe your brand over time and measuring sentiment trends, you’re looking for an AI brand monitoring / LLM visibility tracking tool rather than a traditional social listening platform.

Some tools that do this:

Key metrics to look for:

• Mention rate — how often assistants mention your brand
• Sentiment score — positive/neutral/negative framing
• Share of voice — your visibility vs. competitors
• Recommendation frequency — whether AI suggests your brand for buyer queries
• Prompt-level tracking — which questions produce positive or negative mentions
• Trend history — whether perception improves or declines week over week

A good setup usually involves defining a set of customer questions (for example, “best tools for X,” “alternatives to Y,” “is Brand Z worth it?”), running them repeatedly across AI assistants, and charting changes over time. Tools like Siftly, QueryTrace, and Nightwatch are built around that workflow. querytrace.co

If you’re specifically interested in ChatGPT only, I’d narrow the list differently than if you want all AI assistants plus traditional social/web sentiment.

Yes — you’re looking for an AI/LLM brand monitoring (GEO/AEO) platform, rather than traditional social-listening software.

A few good fits:

• Hootsuite LLM Insights — probably the strongest established option. It tracks how AI assistants represent your brand and competitors, including sentiment trends, narratives, misinformation, visibility, and share of voice across ChatGPT, Gemini, Claude, and Perplexity. www.hootsuite.com
• Gumshoe — particularly interesting if you care about what AI recommends to different types of buyers. It tracks sentiment, recommendation rates, competitive positioning, and time-series changes across multiple models. gumshoe.ai
• Nightwatch AI Brand Monitoring — combines LLM monitoring with traditional SEO. It tracks mentions, sentiment, share of voice, and sentiment evolution over time. nightwatch.io
• Rankr — more purpose-built for AI visibility. It gives a 0–100 sentiment score per mention and lets you track sentiment trends by model over time. rankr.so
• LLMMonitor — explicitly supports daily tracking of positive/neutral/negative sentiment, competitor comparisons, share of voice, and AI citations. docs.llmmonitor.io

If your specific requirement is “show me whether ChatGPT/Claude/Gemini are becoming more or less positive about my brand over months,” I'd shortlist Hootsuite LLM Insights, Gumshoe, and Rankr.

If you tell me your brand + whether you're looking for an enterprise tool or something affordable for a small team, I can compare the best 3–5 options on pricing, model coverage, historical trends, alerts, and API/export capabilities.

Yes — the category you’re looking for is AI brand monitoring / AI visibility tracking (sometimes called GEO monitoring).

A few tools that specifically fit your requirement:

• Rankr — Tracks visibility, position, and sentiment across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews, with sentiment scored 0–100 and daily trends. rankr.so
• Siftly — Tracks mentions, sentiment, share of voice, citations, competitors, and trends over time across major AI engines. www.siftly.ai
• Aiso — Particularly focused on ChatGPT, tracking sentiment shifts, mentions, citations, competitors, and daily changes. rankr.sowww.siftly.aiwww.getaiso.com
• Mentionary — Monitors ChatGPT, Claude, Gemini, and Perplexity with sentiment tracking, historical timelines, mention frequency, and alerts. mentionary.ai
• GeoBuddy — Simpler dashboard approach: visibility, sentiment, mentions, rankings, and visibility over time across multiple AI assistants. geobuddy.co

If your key question is literally “Is AI talking about my brand more positively or negatively over time?”, I'd start with Rankr or Siftly. If you care primarily about ChatGPT, Aiso is worth a look.

The important distinction from traditional brand-monitoring tools is that these systems repeatedly run representative customer prompts against AI assistants, then aggregate the resulting answers into metrics such as sentiment, mention rate, share of voice, and position. siftly.ai

If you tell me your brand and whether you care about ChatGPT only or all AI assistants, I can narrow this to the 2–3 best options and compare pricing/features.

Yes — the category you’re looking for is AI/LLM brand monitoring (sometimes called AI visibility or GEO analytics).

A few tools specifically match “how positively do AI assistants talk about my brand, and how is that changing?”:

• Hootsuite LLM Insights — tracks how AI assistants describe, recommend, and compare your brand, including sentiment and sentiment changes over time, plus competitor share of voice. www.hootsuite.com
• Adobe LLM Optimizer — has a dedicated Sentiment Trend view showing positive/neutral/negative perception in AI-generated answers, alongside mentions and citations. experienceleague.adobe.compi-datametrics.com
• Pi Datametrics AI Brand Sentiment — particularly focused on this use case: daily AI mentions, positive/neutral/negative sentiment trends, and competitor sentiment benchmarking. pi-datametrics.com
• Rankr — gives a 0–100 sentiment score, tracks it by AI model over time, and combines it with visibility and position. rankr.so
• Nightwatch AI Brand Monitoring — monitors ChatGPT, Claude, Gemini, Perplexity and Copilot, with sentiment, context, share of voice, and daily scans. nightwatch.io

If sentiment trends are the main requirement, I'd start with Pi Datametrics, Adobe LLM Optimizer, or Rankr. If you also want broader social/listening and marketing analytics, Hootsuite is more compelling.

One important distinction: these tools generally measure sentiment in AI-generated answers, not sentiment expressed by humans about your brand. experienceleague.adobe.compi-datametrics.com

If you tell me your brand + approximate budget + which assistants matter (ChatGPT only vs. ChatGPT/Gemini/Claude/Perplexity), I can narrow this to the best 2–3 options and compare pricing/features.

Yes — the category you want is AI brand monitoring / AI visibility (GEO) tracking. These tools repeatedly run relevant prompts against ChatGPT and other assistants, then measure mention rate, sentiment, position, share of voice, and trends over time.

A few good fits:

• Rankr — particularly direct match: tracks ChatGPT, Claude, Perplexity, Gemini and others, with a 0–100 sentiment score and daily trend data.
• Siftly — focused on ChatGPT; tracks mentions, recommendations, competitors, citations, and whether ChatGPT's framing is positive/neutral/negative.
• Hootsuite LLM Insights — useful if you're already a marketing/social-monitoring team; combines LLM sentiment, misinformation, share of voice, and competitor monitoring.
• DemandSphere DemandMetrics for GenAI — more enterprise-oriented, with daily mention trends across 10+ AI engines.
• MentionGEO — explicitly offers visibility and sentiment trends, prompt-level analysis, competitor tracking, and alerts.
• Marketing Miner AI Visibility — worth considering if you want historical graphs for visibility, sentiment, average position, and share of voice.

If your exact requirement is “show me whether AI assistants are becoming more or less positive about my brand,” I'd shortlist Rankr, MentionGEO, and Hootsuite LLM Insights. If you tell me your brand/category and whether you're looking for a free tool, affordable SaaS, or enterprise platform, I can narrow it to the best 2–3 options.

If you mean tracking how AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) describe your brand over time and measuring sentiment trends, you’re looking for an AI brand monitoring / AI visibility tracking tool (sometimes called LLM monitoring or Generative Engine Optimization (GEO) tracking).

Some tools in this category:

Key metrics to look for:

• Brand mention rate — how often assistants mention you in relevant prompts
• Sentiment score — positive/neutral/negative framing over time
• Recommendation rank — whether you appear first, middle, or last in “best tools/products” answers
• Share of voice — your presence vs. competitors
• Prompt coverage — which customer questions include or omit your brand
• Citation/source tracking — what web sources appear to influence AI answers

A note: no tool can directly see every private ChatGPT conversation. Most of these platforms work by running a controlled set of customer-relevant prompts repeatedly, recording AI outputs, and analyzing changes over time. siftly.aipresenc.ai

If you’re evaluating this for a marketing team, I’d compare Siftly, Nightwatch, Pi Datametrics, and Presenc AI first. If you’re a small brand wanting a simple dashboard, tools like Rankr or similar AI visibility trackers may be enough. siftly.ai

If you mean “track how ChatGPT and other AI assistants describe my brand, quantify positive/negative sentiment, and show how that changes over time,” the strongest fit I found is Profound.

• Profound — specifically has brand sentiment tracking, with positive/negative scores, daily trend charts, recurring themes, competitor comparisons, and the sources driving those narratives. It monitors ChatGPT, Claude, Gemini, Perplexity, and other answer engines. www.tryprofound.com
• OtterlyAI — another good option. It provides a quantified Net Sentiment Score (-100 to +100), positive/neutral/negative breakdowns, prompt-level sentiment, competitor benchmarking, and tracking over time. help.otterly.ai
• Gumshoe — interesting if you particularly care about how different buyer personas experience your brand in ChatGPT, Claude, Gemini, etc. It tracks sentiment alongside recommendation frequency and model-by-model trends. gumshoe.ai

My pick: Profound if sentiment/narrative analysis is the main requirement; OtterlyAI if you want a simpler AI-search monitoring platform with sentiment as one of its core metrics.

If you tell me your brand and industry, I can also compare these tools on pricing, ChatGPT coverage, sentiment methodology, historical trends, alerts, and competitor tracking and recommend the best one.

Yes — the category you want is AI search / answer-engine visibility monitoring, rather than traditional social listening.

Two especially relevant tools are:

• Profound — probably the closest match to your description. Its Sentiment feature tracks whether AI platforms portray your brand positively or negatively, shows positive/negative sentiment trends over time, identifies recurring themes (e.g. pricing, quality, support), and lets you drill into the sources behind those narratives. It monitors answer engines including ChatGPT, Claude, and Gemini. help.tryprofound.com
• Otterly.AI — a strong alternative if you want broader AI-search monitoring. It tracks brand mentions and sentiment across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude, with brand reports and historical visibility trends. help.otterly.ai

My pick: If the main KPI is “How positively are AI assistants talking about my brand, and is that improving?”, I'd start with Profound. If you care equally about visibility, mentions, citations, competitors, and sentiment, Otterly is worth comparing.

If you tell me your brand + industry, I can also compare the best 3–5 tools for this specifically, including pricing and which AI assistants they monitor.

Yes — the category you’re looking for is AI visibility / GEO (generative engine optimization) monitoring.

Two particularly relevant tools:

• Profound — probably the closest match to your description. Its Sentiment dashboard tracks positive/negative sentiment over time, shows trend lines, identifies recurring themes, and lets you drill into the sources influencing how AI describes your brand. www.tryprofound.com
• Peec AI — tracks visibility, position, sentiment, and share of voice across ChatGPT and other AI search platforms. It can show how AI describes your brand and benchmark you against competitors. peec.ai

My pick: If your main question is “Is ChatGPT/Claude/Gemini talking about my brand more positively or negatively over time, and why?”, I’d start with Profound. If you want a broader AI-search analytics platform with strong visibility/position metrics, Peec AI is worth comparing.

This is becoming particularly useful because AI-generated answers are increasingly influencing brand discovery and purchasing decisions. www.reuters.com

If you tell me your brand and whether you care mainly about ChatGPT, Gemini, Claude, or all of them, I can compare the best 3–5 tools for your specific use case.

If you mean tracking how AI assistants (ChatGPT, Gemini, Claude, Perplexity, etc.) describe your brand over time and measuring sentiment trends, you’re looking for an AI brand visibility / AI search monitoring platform (sometimes called Generative Engine Optimization (GEO) monitoring or AI brand tracking). analytics-agent.app

Some tools in this category:

The metrics you’ll usually want are:

• Mention rate: How often your brand appears in answers to target prompts
• Sentiment score: Positive vs neutral vs negative descriptions
• Recommendation share: Whether assistants recommend you versus competitors
• Prompt-level trends: Which customer questions are improving or declining
• Citation/source tracking: What websites or content influence the AI answer
• Competitor comparison: Whether another brand is replacing you in AI recommendations ultrascout.ai

For a marketing team, I’d generally evaluate:

• Enterprise reporting: Profound, Aiso, GeoVector
• SEO/GEO teams already using SEO suites: Semrush or Ahrefs-style AI visibility tools
• Focused ChatGPT monitoring: Livesov, OtterlyAI, similar AI mention trackers www.reddit.com

A key caveat: these tools don’t measure a single “global ChatGPT opinion” of your brand. They usually run a controlled set of customer-relevant prompts repeatedly and analyze the resulting AI answers, so the quality of your tracked prompt set matters a lot. www.surfaced.cc

Yes. What you’re looking for is usually called AI visibility / LLM brand monitoring or GEO tracking.

A few tools specifically fit your description:

• Semrush AI Visibility — Tracks how ChatGPT, Gemini, Perplexity, and Google AI describe your brand, including sentiment, narratives, topics, visibility, and competitor comparisons. www.semrush.com
• Siftly — More focused on ChatGPT; tracks mentions, recommendation position, share of voice, citations, and sentiment over time. siftly.ai
• Aiso — Tracks brand mentions, sentiment shifts, citations, and competitors in ChatGPT answers. www.getaiso.com
• DemandSphere AI Visibility — Broader monitoring across 10+ AI engines with daily tracking of mentions, citations, sentiment, and competitive positioning. www.demandsphere.com

If your key requirement is specifically “Are AI assistants becoming more positive or negative about my brand?”, I'd start with Semrush for a mature, broader platform, or Siftly if you primarily care about ChatGPT.

If you tell me your brand + budget, I can compare the best 3–5 options on sentiment tracking, historical trends, number of AI models, competitor tracking, and price.

Yes — you’re looking for an AI brand visibility / LLM monitoring platform, rather than traditional social-listening software.

A few current options that specifically track how AI assistants describe your brand, sentiment, mentions, competitors, and changes over time:

• BrandBeacon — tracks brand mentions and sentiment across AI search platforms, with historical performance and competitor comparisons. www.brandbeacon.ai
• Livesov — monitors ChatGPT, Claude, Gemini, Perplexity and Grok, including sentiment, share of voice, mentions, and cited sources. livesov.com
• CitationLab — particularly focused on tracking whether AI answers describe your brand positively, neutrally, or negatively and alerting you when that changes. citationlab.ai
• Floworah — tracks brand mentions, sentiment, share of voice, and reputation across major LLMs. www.floworah.com

If your key requirement is literally “show me whether AI assistants are becoming more or less positive about my brand over time,” I’d start with BrandBeacon or CitationLab. If you also want broader AI-search visibility/GEO analytics, Livesov is worth looking at.

One important distinction: these tools generally run standardized prompts against the AI platforms repeatedly and analyze the resulting answers. They aren't measuring the private conversations individual users have with ChatGPT or Claude. indexly.ai

If you tell me your brand + industry + whether you want enterprise or affordable, I can narrow this to the best 2–3 and compare pricing/features.

Yes — you’re looking for an AI brand monitoring / AI visibility tool, rather than a traditional social-listening platform.

A few current options that specifically track how AI assistants describe your brand and show sentiment over time:

• Gumshoe — particularly strong for measuring how AI talks about your brand: it runs buyer-persona conversations across ChatGPT, Claude, Gemini, Perplexity and others, and tracks mention frequency, recommendation rates, sentiment, and time-series trends. gumshoe.ai
• GeoBuddy — simpler dashboard approach; monitors ChatGPT, Claude, Gemini and Perplexity with visibility, mentions and sentiment trends. geobuddy.co
• NUDG3 — tracks visibility, sentiment shifts, citations and competitors across major AI models, with daily reporting. www.nudg3.ai
• MentionGEO — tracks AI mentions, competitors and average sentiment across ChatGPT, Claude, Gemini, Google AI and Perplexity. mentiongeo.ai
• CitationLab — emphasizes ongoing monitoring and alerts when the way AI describes your brand changes, including positive/neutral/negative sentiment. citationlab.ai

My pick: If your primary question is “Is ChatGPT/Claude/etc. becoming more positive or negative about my brand over time?”, I'd start with Gumshoe or NUDG3. If you also care about AI-search rankings/share of voice and competitors, look at the broader AI-visibility platforms.

One important distinction: these tools generally run standardized prompts/conversations repeatedly and analyze the resulting AI answers. They aren't literally measuring the private conversations of all ChatGPT users. That distinction matters when interpreting the trend data.

If you mean tracking how AI chat assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) describe your brand over time and measuring sentiment/visibility trends, you’re looking for an AI brand monitoring / AI search visibility (AIO/GEO) tool rather than traditional social listening.

Some tools in this category:

For the specific question “Are AI assistants talking about my brand positively over time?”, I’d prioritize:

1. Profound — strongest fit for tracking AI assistant outputs and trends.
2. Peec AI — good for competitive AI visibility benchmarking.
3. Scrunch AI — useful if you want prompt-level monitoring of how assistants answer.

A typical setup would:

• Define a set of prompts customers might ask (e.g., “best tools for X,” “alternatives to Y,” “is Brand Z reliable?”)
• Run those prompts periodically across AI engines
• Capture mentions, rankings, citations, and tone
• Plot trends like:
  • positive vs. negative mentions
  • share of AI recommendations
  • competitor comparisons
  • changes after campaigns, launches, or PR events

If you mean only ChatGPT specifically, the answer is different: there is no public dashboard that reveals all ChatGPT conversations mentioning a brand. Tools generally measure controlled prompt tests and publicly available AI outputs, not private user chats.

Yes. This has become its own category of software, often called AI brand monitoring, AI visibility, or Generative Engine Optimization (GEO). These tools repeatedly query assistants like ChatGPT, Claude, Gemini, and Perplexity with a consistent set of prompts, then measure:

• How often your brand is mentioned
• Whether the mention is positive, neutral, or negative (sentiment)
• Which competitors are recommended instead
• Share of voice over time
• Sources and citations the AI relies on
• Trend charts and alerts when sentiment or visibility changes citationlab.aiwww.techradar.com

Some well-known options include:

• Profound – Enterprise-focused AI visibility and sentiment tracking across multiple AI assistants.
• Otterly AI – Tracks AI mentions, citations, and visibility trends over time.
• Semrush AI Visibility Toolkit – Good if you're already using Semrush for SEO.
• Ahrefs Brand Radar – Combines AI visibility with Ahrefs' SEO data.
• Peec AI – Focuses on AI search monitoring and competitor benchmarking.
• Siftly – Tracks ChatGPT mention rate, sentiment, answer position, and historical trends. www.techradar.com

If your primary goal is "How positively do chat assistants talk about my brand over time?", look for a platform that offers:

• Historical sentiment trends
• Prompt-level tracking (same prompts every day/week)
• Competitor comparison
• Source attribution (why the AI said what it did)
• Alerts for significant sentiment changes

One important limitation: these tools estimate sentiment by testing a representative set of prompts—they cannot observe every conversation users have with AI assistants. Because AI responses vary by user, context, and over time, the metrics are best interpreted as trends from a controlled benchmark rather than a complete measure of all AI interactions. citationlab.aiwww.reddit.com

If you tell me your:

• company size (startup, mid-market, enterprise),
• budget, and
• whether you care only about ChatGPT or also Gemini, Claude, Perplexity, and Google AI Overviews,

I can recommend the best fit for your situation.

If you mean tracking how AI chat assistants (ChatGPT, Claude, Gemini, etc.) describe your brand over time and measuring sentiment/visibility trends, the category you’re looking for is usually called AI brand monitoring, LLM visibility tracking, or AI search optimization (AIO/GEO) analytics.

Tools in this space include:

• Profound — Tracks how brands appear in AI answers, including visibility, mentions, and competitive comparisons across major AI assistants.
• Peec AI — Monitors brand presence and rankings in AI-generated answers and provides trend reporting.
• Scrunch AI — Focuses on AI search visibility, measuring how often and how favorably brands appear in AI responses.
• Otterly.AI — Tracks AI search results and brand mentions across AI engines.
• Brandwatch — A broader social/listening platform with sentiment analysis; useful if you want AI mentions combined with broader online conversations.

For sentiment trends specifically, look for features such as:

• sentiment score over time (positive/neutral/negative)
• share of AI recommendations vs competitors
• mention frequency in AI answers
• citation/source tracking (which websites influence AI responses)
• prompt-level monitoring (e.g., “best software for X” → whether your brand appears)

A typical setup is:

1. Define a set of prompts customers might ask AI assistants.
2. Run those prompts on a schedule.
3. Capture whether and how your brand appears.
4. Score sentiment, positioning, and competitor mentions.
5. Track changes monthly.

If you’re looking specifically for ChatGPT-only brand sentiment tracking, there is no public dashboard from OpenAI that exposes a global feed of all ChatGPT conversations about a brand. Third-party tools generally measure this by running controlled prompt tests and analyzing publicly observable AI outputs.

If you mean tracking how AI chat assistants (ChatGPT, Claude, Gemini, etc.) describe your brand over time and measuring sentiment/visibility trends, you’re looking for an AI brand monitoring / LLM visibility tracking tool (sometimes called AI search monitoring, LLM brand tracking, or Generative Engine Optimization (GEO) analytics).

Some tools in this category:

• Profound — Tracks brand mentions and visibility across AI answers, including sentiment, share of voice, and changes over time.
• Brandwatch — Social listening and brand sentiment platform; useful for broader sentiment trends (not only AI assistants).
• Sprout Social — Brand monitoring and sentiment analytics across social channels, with AI-assisted insights.
• Peec AI — Focused on tracking how brands appear in AI search/chat responses and comparing competitors.
• Otterly.AI — Monitors brand visibility in AI-generated search results.

For specifically “How positively do ChatGPT-style assistants talk about my brand?”, prioritize tools built around:

• Prompt tracking: recurring tests like “best tools for X” or “Is [brand] good?”
• Sentiment scoring: positive/neutral/negative classification of AI responses
• Share of voice: how often your brand appears vs competitors
• Citation/source tracking: which websites AI systems rely on when mentioning you
• Trend dashboards: changes by week/month after campaigns, PR events, product launches, or reputation issues

If you want enterprise-grade monitoring, look at platforms like Profound, Brandwatch, or similar AI reputation intelligence tools. If you mainly want SEO/GEO optimization, tools like Peec AI or Otterly.AI are more specialized.

If you're specifically asking about how AI chat assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) describe your brand over time, there's a new category of tools built for exactly that. They monitor prompts across AI assistants, score sentiment, and visualize trends.

Some of the strongest options are:

Most of these tools track metrics such as:

• Positive vs. neutral vs. negative sentiment over time
• Changes in sentiment after product launches or PR events
• Which AI assistants are most favorable to your brand
• Competitor comparisons
• The prompts that produce positive or negative responses
• The sources AI models cite when discussing your brand www.tryprofound.com

If your goal is marketing/SEO and AI visibility, I'd generally recommend:

• Profound for larger organizations needing deep analytics.
• GeoVector if sentiment tracking is your primary concern.
• Rankr if you want a simpler dashboard with daily tracking.

If instead you're looking for consumer sentiment (reviews, social media, news, forums) rather than AI assistant sentiment, that's a different category of tools, such as Brandwatch, Talkwalker, or Meltwater. The AI-brand-monitoring tools above measure how conversational AI systems portray your brand, not how people feel about it.