ChatGPT answers, unedited

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.