ChatGPT answers, unedited

Yes — you’re looking for an AI visibility / Generative Engine Optimization (GEO) tracking platform, specifically one with competitive Share of Voice (SOV).

My shortlist

• tryprofound.com — best fit if you’re an enterprise brand. It tracks brand visibility across multiple AI engines and compares you with competitors.
• peec.ai — strong choice for marketing teams that want straightforward prompt-level visibility, competitor comparisons, and SOV analytics.
• otterly.ai — good lower-cost monitoring option for tracking how often you and competitors appear in AI answers.
• visibility.so — particularly aligned with your exact question: it reports share of voice, position, competitor monitoring, historical trends, and the underlying prompts/answers. Visibility.so
• siftly.ai — explicitly built around AI conversation share, including overall and per-platform SOV and changes over time. Siftly

The basic measurement these tools perform is roughly:

Your AI SOV = your brand's appearances/recommendations ÷ total competitor-brand appearances/recommendations

The important part is that they repeatedly run a defined set of real buyer prompts against assistants such as ChatGPT, Claude, Perplexity, Gemini, etc., then aggregate the answers. Sona Viali AI

What I'd choose

If your goal is specifically “Are we winning the AI conversation against our competitors?”, I'd evaluate Profound vs. Peec vs. Visibility.so first.

And don't settle for a generic “AI visibility score.” You want a tool that gives you:

• SOV by competitor
• SOV by AI assistant
• SOV by topic / prompt cluster
• mention/recommendation position
• sentiment/framing
• which sources AI assistants cite for competitors but not you
• historical SOV trends
• the actual prompts and answers behind the metric

That distinction matters because AI answers are non-deterministic; a single audit can be misleading, so repeated measurements across many prompts and engines are preferable. verityscore.io

If you tell me your industry + 3–5 competitors, I can also recommend which of these tools is the best fit and show you exactly how I'd set up an AI Share-of-Voice measurement framework for your brand.

Yes. The category you’re looking for is usually called AI visibility / AI Share of Voice (SOV) or GEO monitoring.

A few tools stand out:

• Ahrefs Brand Radar — probably the strongest all-around option. It tracks mentions across ChatGPT, Gemini, Perplexity, Copilot, Google AI Overviews/AI Mode, lets you benchmark competitors, and explicitly offers AI Share of Voice and historical tracking. ahrefs.com
• Siftly — particularly focused on the exact metric you described: your brand mentions divided by total mentions across your competitive set, with platform-level and time-series views. Tracks ChatGPT, Claude, Perplexity, and Google AI Overviews. siftly.ai
• CitedSpy — useful if you want a lighter-weight competitive tracker. It compares your brand with rivals across ChatGPT, Perplexity, Gemini, Claude, Copilot, and Grok and reports SOV, citations, sentiment, and trends. www.citedspy.com
• Seerly — good if you care about per-engine SOV rather than just one blended number. It shows which competitors are taking share on ChatGPT vs. Perplexity vs. Claude, etc. seerly.appsiftly.ai
• LLM Pulse — another dedicated competitive-intelligence option covering ChatGPT, Perplexity, Gemini, Google AI Mode and AI Overviews. llmpulse.ai

What I'd measure

Don't settle for a generic "AI visibility score." For competitive SOV, I'd want:

AI SOV = your brand mentions ÷ all tracked brand mentions

and break it down by:

1. AI assistant — ChatGPT, Claude, Gemini, Perplexity, etc.
2. Prompt/category — e.g. "best project-management tools," "alternatives to X," "X vs Y."
3. Position — #1 recommendation vs merely mentioned.
4. Citation share — whose websites/sources are actually being cited.
5. Sentiment/recommendation strength
6. Change over time — especially competitor gains/losses.

That's important because a single blended SOV number can hide something like 40% overall SOV but only 15% on ChatGPT, which is much more actionable. seerly.appsiftly.ai

If you tell me your industry/brand and 3–5 competitors, I can also recommend which of these tools is the best fit and what prompt set I'd use to measure your AI SOV.

Yes. If your goal is specifically “What percentage of AI answers mention my brand vs. competitors?”, there are now dedicated AI-visibility platforms for this.

Best fits

• semrush.com — probably the easiest starting point. Its Brand Performance reports calculate AI Share of Voice, compare you with competitors, and break it down by platforms such as ChatGPT, Perplexity, Gemini, and Google AI. You can also drill into the specific prompts/topics where competitors appear and you don't. Semrush Semrush
• tryprofound.com — stronger if AI-answer intelligence is the core use case. It tracks share of voice, visibility rank, citation share, sentiment, and competitor performance across ChatGPT, Gemini, Perplexity, Copilot, Grok, DeepSeek, and others. It can also identify competitors based on who actually wins AI citations, rather than just competitors you manually nominate. Profound Profound Knowledge Base

What I'd measure

Don't use just raw mentions. I'd build an AI competitive dashboard around:

The distinction between mention share and citation share is important: a brand can be frequently recommended by an AI assistant while another brand gets more of the underlying citations. Semrush

My quick recommendation: if you're already a Semrush customer, start there. If you're building a serious GEO/AEO competitive-intelligence program and want deeper prompt-level analysis, I'd evaluate Profound alongside it.

If you tell me your industry + 3–5 competitors, I can also suggest the best tool/setup and the exact AI Share of Voice methodology I'd use.

Yes. The category you want is usually called AI visibility / AI Share of Voice (AI SOV) tooling.

My top picks:

1. Semrush AI Visibility Toolkit — probably the best fit if you're already a Semrush user. It explicitly measures AI Share of Voice against competitors and supports ongoing competitive benchmarking. www.semrush.comsiftly.ai
2. Ahrefs Brand Radar — strong option for SEO/AEO teams. It tracks mentions and citations across ChatGPT, Gemini, Perplexity, Copilot, Google AI Overviews/AI Mode, and provides competitor benchmarking and historical AI visibility. ahrefs.com
3. Siftly — particularly focused on the metric you're describing: it runs a prompt library across ChatGPT, Claude, Perplexity and Google AI Overviews and calculates your share of brand mentions versus tracked competitors. siftly.aiwww.semrush.com
4. Yext Scout — useful if you care about mentions + citations + sentiment + SOV, rather than just whether your brand appears. www.yext.com
5. AnswerMonk — more lightweight/AI-search-specific; measures SOV from recorded ChatGPT, Claude and Gemini answers and gives competitor rankings. www.answermonk.ai

What I'd measure

Don't just track "does ChatGPT mention us?" I'd build an AI SOV dashboard around:

AI SOV = your brand mentions ÷ total competitor + your brand mentions

Then break it down by:

• AI engine: ChatGPT, Gemini, Claude, Perplexity, Google AI
• Prompt/category: "best X," "X alternatives," "X vs Y," buying-intent questions
• Position: #1 recommendation, top 3, merely mentioned
• Sentiment/recommendation: recommended vs neutral vs negative
• Citation share: how often the AI actually cites your site
• Competitor: who is taking your visibility
• Trend: week-over-week/month-over-month SOV

This distinction matters because a brand can have a high mention rate but still lose the actual recommendation battle.

If you tell me your industry/brand and 3–5 competitors, I can also recommend which of these tools is the best fit and what prompt set I'd use to calculate your AI share of voice. siftly.aiwww.semrush.com

If your goal is specifically “what percentage of AI answers mention my brand vs. competitors?”, two tools stand out:

1. Scrunch — best fit for straightforward AI share-of-voice tracking.

It measures competitive presence from actual AI responses, lets you compare brands by prompt/topic/platform, and tracks share of voice over time. It covers ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews/AI Mode, Copilot, Meta AI and others. scrunch.com

2. Profound — stronger if you want deeper competitive intelligence.

Its Answer Engine Insights tracks share of voice, visibility rank, citation share, sentiment and position, with competitor comparisons across ChatGPT, Gemini, Perplexity, Google AI Overviews and more. www.tryprofound.comscrunch.com

What I'd choose

One important distinction: AI share of voice isn't standardized. For example, Profound calculates SOV based on your brand's mentions relative to total brand mentions, while Scrunch describes it as competitive presence—the percentage of tracked AI responses mentioning each brand. www.tryprofound.comscrunch.com

If you're evaluating these for a brand/marketing team, I can also compare Scrunch vs. Profound vs. Otterly vs. Peec AI on pricing, platforms covered, prompt volume, competitor tracking, citations, and reporting.

Yes — you’re looking for an AI visibility / “share of model” platform, rather than a traditional SEO rank tracker.

A few tools currently fit especially well:

My first pick would be OtterlyAI if your primary question is simply “What percentage of relevant AI answers mention us vs. Competitor A/B/C, and how is that changing?” Its dashboard explicitly supports “Me + Top 5 competitors,” share of voice, engine-level breakdowns, and trends. otterly.ai

OtterlyAI

If you're an enterprise brand and want deeper analysis, I'd investigate Profound. If you want something more lightweight, CitedSpy is interesting because it reports competitor SOV and runs prompts repeatedly to account for the fact that AI answers aren't deterministic. www.citedspy.com

The key metric I'd ask any vendor to provide is:

AI Share of Voice = your brand's appearances in relevant AI answers ÷ total brand appearances across you + your tracked competitors

And don't measure just mentions. Ideally track mention rate + position/prominence + sentiment + citations + SOV by prompt/topic + SOV by AI engine. That's what makes the data actionable rather than just another “visibility score.” verityscore.io

If you tell me your brand/category and 3–5 competitors, I can also recommend which of these tools is the best fit and what your AI share-of-voice measurement setup should look like.

If you mean “which tools can tell me how often my brand appears in AI assistant answers compared with competitors”, you’re looking for AI Share of Voice / AI Visibility / Generative Engine Optimization (GEO) tracking tools. These monitor a set of buyer prompts across assistants (such as ChatGPT, Claude, Gemini, Perplexity, and AI search experiences), then calculate things like brand mentions, competitor mentions, citations, and rankings. slatehq.comwww.semrush.comsiftly.ai

Some tools to evaluate:

When comparing vendors, look for:

• Prompt coverage: Can you define the exact questions your customers ask?
• Competitor benchmarking: Does it show “you vs. X vs. Y” rather than only your mentions?
• Model coverage: ChatGPT, Claude, Gemini, Perplexity, Google AI experiences, etc.
• Mention vs citation tracking: A brand being named is different from AI relying on your content as a source. slatehq.comwww.semrush.comsiftly.ai
• Trend data: AI answers change frequently, so ongoing monitoring is more useful than a one-time audit. www.cognizo.ai

A typical KPI looks like:

AI Share of Voice = your brand mentions ÷ total brand mentions across your tracked competitor set × 100 slatehq.comwww.semrush.comsiftly.ai

If you tell me your industry (e.g., SaaS, ecommerce, finance, healthcare) and whether you need enterprise reporting or a lightweight tracker, I can narrow this to the best 2–3 options.

Yes—there are now dedicated AI visibility / Generative Engine Optimization (GEO) platforms that measure exactly this: how often your brand is mentioned or recommended in AI answers relative to competitors.

My shortlist:

What I'd choose

• If you're already a Semrush customer: start with Semrush. Its Brand Performance report explicitly calculates AI SOV using both mention frequency and position, which is better than treating every mention equally. www.semrush.com
• If AI share of voice is the primary KPI: I'd look closely at Siftly or Seerly. They are built around recurring prompt measurement and competitor benchmarking rather than treating AI visibility as an add-on.
• If you're enterprise and want AI + traditional search together: DemandSphere is particularly interesting because it connects AI visibility with broader search analytics. www.demandsphere.com
• If you want to test the concept cheaply first: CitedSpy offers a free visibility checker that queries multiple AI engines and produces competitor/SOV information. www.demandsphere.comwww.citedspy.comseerly.appllmpulse.ai

One important caveat: don't measure SOV from a handful of one-off prompts. AI answers are nondeterministic, so a good system should repeatedly run a defined set of buyer prompts and report trends rather than treating one answer as ground truth. verityscore.io

If you tell me your industry + 3–5 competitors + which AI assistants matter most (ChatGPT, Gemini, Perplexity, Claude, etc.), I can narrow this to the 2–3 tools I'd actually evaluate and compare their pricing, coverage, and methodology.

If you mean measuring how often your brand appears in AI assistant answers versus competitors (ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, etc.), you’re looking for an AI share-of-voice / AI visibility / generative engine optimization (GEO) monitoring tool. These are some of the main options: slatehq.com

When evaluating tools, I’d look for these metrics:

• AI Share of Voice: % of relevant AI answers where your brand appears vs. competitors
• Mention rank: whether you’re the first recommendation or buried lower
• Citation share: how often AI systems cite your content or domains
• Prompt coverage: whether the tracked prompts represent real buyer questions
• Model breakdown: performance differences between ChatGPT, Claude, Gemini, Perplexity, etc.
• Historical trends: whether your visibility is improving or declining over time siftly.ai

For a first pass:

• Enterprise marketing/SEO team: Profound or Semrush
• Pure AI competitive intelligence: Siftly, LLM Pulse, Honeyb-style tools
• Startup/smaller team: DoIShowUp or CitedSpy

If you tell me your industry (e.g., SaaS, ecommerce, healthcare, finance) and which competitors you care about, I can suggest the best fit and the prompts you’d want to track.

If you mean measuring how often your brand appears in AI-generated answers compared with competitors (ChatGPT, Gemini, Claude, Perplexity, Google AI answers, etc.), you’re looking for an AI Share of Voice / AI Visibility / Generative Engine Optimization (GEO) tracking tool. These tools typically run a set of buyer-intent prompts, record which brands are mentioned or recommended, and calculate your share versus competitors. slatehq.comsiftly.aiwww.semrush.com

Some options:

When evaluating tools, look for these capabilities:

• Prompt tracking: Can you define the real questions your customers ask AI?
• Competitor benchmarking: Does it compare you against named rivals, not just generic visibility?
• Platform coverage: ChatGPT, Claude, Gemini, Perplexity, Google AI answers, etc.
• Mention quality: Does it distinguish “mentioned,” “recommended,” “ranked #1,” and “cited as a source”?
• Trend reporting: Can you see whether your AI presence is growing or shrinking over time? siftly.ai

For a practical setup, I’d usually start with:

• SMB / marketing team: Semrush AI Visibility or Siftly
• Enterprise brand team: Profound or enterprise-grade AI visibility platforms
• Agency managing multiple clients: Peec AI or similar multi-project tools

The core metric you want is usually:

AI Share of Voice = (your brand mentions in tracked AI answers ÷ total brand mentions across you + competitors) × 100 slatehq.comsiftly.aiwww.semrush.com

If you tell me your industry (e.g., SaaS, ecommerce, travel, healthcare) and which AI assistants matter most, I can narrow this to the best-fit tools.

Yes. What you’re looking for is usually called AI Share of Voice (AI SOV) or AI visibility / GEO tracking.

A few tools specifically support competitor-level SOV:

• Siftly — probably the closest match to your description. It calculates your brand mentions as a percentage of total competitor mentions, with breakdowns by platform, prompt, sentiment, and position. It tracks ChatGPT, Claude, Perplexity, and Google AI Overviews. siftly.ai
• Semrush — its AI Visibility Toolkit includes an AI Share of Voice/Brand Performance view and competitor comparisons across AI platforms. www.reddit.com
• DemandSphere — more enterprise-oriented; reports brand-vs-competitor mentions, SOV, citations, sentiment, and trends across 10+ AI surfaces. www.demandsphere.com
• Ahrefs AI Visibility Checker — useful for a quick/free assessment across ChatGPT, Gemini, Perplexity, Copilot, and Google AI Overviews, though its free checker is more of a visibility report than a full ongoing SOV platform. ahrefs.com
• Mention — tracks brand mentions and competitor SOV across AI platforms, with prompt-level analysis and trends. mention.se

What I'd measure

For a serious competitive benchmark, I'd want the tool to repeatedly run a fixed library of buyer prompts, rather than just ask an AI model once whether it knows your brand. AI answers are probabilistic and can vary substantially between runs, so repeated measurement is important. arxiv.org

Your dashboard should ideally show:

One important distinction: mention SOV isn't necessarily recommendation SOV. If five brands are mentioned in an answer and yours is buried fifth, treating that as equivalent to being the #1 recommendation can be misleading. I'd therefore track both share of mentions and share of top recommendations/positions.

If you tell me your industry + 3–5 competitors + which AI assistants matter most, I can also recommend which of these tools is the best fit and what an AI SOV measurement framework for your brand should look like.

Yes. What you’re looking for is usually called AI Share of Voice (AI SOV) or AI visibility tracking: measuring how often your brand appears/recommended in AI answers relative to competitors for the same prompt set. www.semrush.com

Tools worth looking at

My shortlist: I'd start with Semrush if you want AI visibility integrated with your existing SEO/competitive workflow, or Surva.ai / Orbilo if the primary job is “tell me whether AI assistants recommend us versus these 5 competitors.”

One important caveat: don't treat a single model or a handful of prompts as definitive. AI answers can vary substantially between models and repeated runs, so a useful measurement system should use a fixed, representative prompt set, fixed competitor set, repeated measurements, and platform-by-platform reporting. Recent research also finds relatively low agreement in recommendations across AI systems. arxiv.org

If you tell me your industry + 3–5 competitors, I can recommend the best tool for your specific use case and explain exactly what metric setup I'd use.

Yes. What you’re looking for is usually called AI Share of Voice (AI SoV) or AI search visibility: the percentage of relevant AI-generated answers that mention/recommend your brand versus competitors. www.trygeometrics.comwww.skulift.com

A few tools worth looking at:

• Semrush AI Visibility / Enterprise AIO — probably the best fit if you already use Semrush. It tracks AI Share of Voice, competitor visibility, and performance across ChatGPT, Google AI Mode, Perplexity, and Gemini. www.semrush.com
• LLM Pulse — specifically focused on competitive AI positioning, including share of voice across ChatGPT, Perplexity, Gemini, Google AI Mode, and AI Overviews. llmpulse.ai
• GEO Metrics — focused directly on AI SOV, with competitor comparisons across ChatGPT, Gemini, Claude, Perplexity, Copilot, DeepSeek, etc. www.trygeometrics.com
• DeepSmith — tracks mention rate, citation rate, and share of voice and lets you see the underlying AI answers and sources. deepsmith.ai
• SkuLift — another purpose-built AI SOV platform measuring brand presence/citations against competitors across major AI engines. www.trygeometrics.comwww.skulift.com

My pick: If you want a mature marketing/SEO platform, start with Semrush. If your primary question is “When buyers ask AI about our category, how often do they choose us vs. Competitor A/B/C?”, I'd compare Semrush, LLM Pulse, and GEO Metrics.

One important caveat: AI answers are nondeterministic, so a good measurement system should run many prompts/repeated samples over time, rather than treating one ChatGPT response as your SOV. Recent research shows that apparent differences between brands can fall within the natural variability of AI responses. arxiv.org

If you tell me your industry + 3–5 competitors, I can also recommend the best tool and show you exactly how I'd set up an AI share-of-voice measurement framework.

If you mean measuring how often your brand appears in AI-generated answers compared with competitors (sometimes called AI Share of Voice, LLM visibility, or Generative Engine Optimization (GEO) tracking), you’ll want tools that monitor prompts, model outputs, brand mentions, citations, and sentiment across AI assistants.

Some tools to explore:

• Profound — Focused on measuring brand visibility in AI search experiences, including how often brands appear in AI answers and how they compare with competitors.
• Scrunch AI — Tracks how brands appear in AI-generated search results and provides visibility insights.
• Peec AI — Monitors brand presence across AI platforms and analyzes competitor visibility.
• AthenaHQ — Provides AI search visibility tracking and competitive insights.
• Otterly.AI — Tracks AI search rankings and mentions across AI answer engines.
• Writesonic GEO Platform — Offers generative engine optimization tracking and AI visibility analysis.

Typical metrics these tools provide:

• AI Share of Voice: % of tracked prompts where your brand appears vs. competitors
• Mention rate: how frequently AI assistants name your brand
• Position/rank: whether you appear first, in a list, or as a recommendation
• Citation share: how often AI answers reference your website or content
• Sentiment: whether mentions are positive, neutral, or negative
• Prompt coverage: which customer questions you win or lose

When evaluating tools, check:

1. Which AI systems they monitor (ChatGPT, Gemini, Claude, Perplexity, AI Overviews, etc.)
2. Whether they use your actual customer prompts or only generic keywords
3. Whether they measure competitor share (not just your own mentions)
4. Whether they track citations and sources, since being cited can matter more than a simple mention

If you’re building a serious competitive dashboard, a common setup is:

• 100–500 customer-intent prompts
• your brand + 5–10 competitors
• weekly AI answer sampling
• share-of-voice, sentiment, citations, and topic-level gaps tracked over time.

If you mean AI search visibility / “share of voice”—how often your brand appears in answers from ChatGPT, Gemini, Claude, Perplexity, etc., compared with competitors—the category you want is usually called AI visibility, AI search visibility, or LLM share of voice.

I can help identify a suitable tool, but I’d want to compare current offerings because this space changes quickly. Some platforms specifically track:

• Brand mentions across AI assistants
• Citation/share-of-answer versus competitors
• Which prompts/queries trigger your brand
• Competitor visibility and ranking
• Sentiment and positioning
• Changes over time and by AI model

If you want, I can search the current market and give you the 5–10 best tools for measuring AI share of voice, including pricing and which AI assistants each one tracks.

If you mean measuring how often your brand appears in AI-generated answers compared with competitors (often called AI Share of Voice, Generative Engine Optimization (GEO) visibility, or LLM visibility tracking), you’ll want a tool that monitors prompts, model outputs, brand mentions, sentiment, and competitor presence.

Some tools built for this include:

• Profound — Tracks brand visibility across AI assistants, analyzes which brands appear in AI answers, and compares performance against competitors.
• Scrunch AI — Measures how brands are represented in AI-generated search experiences and provides competitive insights.
• Peec AI — Monitors brand mentions and rankings in AI answers across platforms such as ChatGPT and other AI search experiences.
• Otterly.ai — Tracks AI search results, citations, and competitor visibility.
• Writesonic — Includes AI search visibility features alongside SEO workflows.
• Semrush — Offers AI visibility and SEO tools that can help analyze presence in AI-driven search experiences.
• Ahrefs — Useful for traditional search visibility and increasingly relevant for tracking AI-driven discovery signals.

When evaluating tools, look for these capabilities:

If you’re building a brand dashboard, a useful metric set is:

AI Share of Voice = your brand mentions ÷ total brand mentions across tracked answers

Plus:

• % of answers where you are the recommended option
• competitor win/loss rate
• citation share
• sentiment score
• top prompts where competitors outperform you

The best fit depends on your goal:

• Enterprise brand monitoring: Profound, Scrunch AI
• SEO/GEO team workflows: Semrush, Ahrefs, Writesonic
• Startup/lightweight tracking: Peec AI, Otterly.ai

If you tell me your industry, competitors, and which AI assistants matter (ChatGPT only vs. ChatGPT + Gemini + Perplexity, etc.), I can suggest a more targeted setup.

If you want to measure AI share of voice (AI SoV)—how often your brand is mentioned or recommended in AI assistants like ChatGPT, Gemini, Claude, Perplexity, and Google AI Overviews compared with competitors—there are now several tools built specifically for this.

Here are some of the leading options:

What these tools typically measure

Most AI visibility platforms track:

• Share of voice versus competitors
• Brand mentions
• Recommendation frequency
• Source citations (what websites the AI relied on)
• Prompt-level rankings
• Trends over time
• Performance by AI platform (ChatGPT vs. Gemini vs. Perplexity, etc.) www.cognizo.aiwww.frictionai.co

If you're evaluating vendors

I'd look for these capabilities:

• Coverage of multiple assistants (ChatGPT, Gemini, Claude, Perplexity, Google AI)
• Custom prompt libraries based on your customers' questions
• Competitor benchmarking
• Historical trend reporting
• Citation/source analysis
• Geographic and language segmentation
• API or dashboard exports

Enterprise vs. SMB

• Enterprise: Profound, AthenaHQ, Semrush AI Visibility Toolkit
• Mid-market: Peec AI, Otterly AI, Brand24 AI Visibility
• Budget-conscious: Many teams also build their own benchmark by running a fixed set of prompts on a schedule and calculating the percentage of prompts where each brand is mentioned. The important part is using a consistent prompt set and repeating measurements over time, since AI answers change frequently. www.cognizo.aiwww.frictionai.co

If you tell me:

• your industry,
• your approximate marketing budget, and
• whether you're B2B or B2C,

I can narrow it down to the 2–3 tools that are likely to fit best.

If you mean share of voice inside AI assistants (how often your brand is mentioned versus competitors in ChatGPT, Gemini, Claude, Perplexity, etc.), there are several tools built specifically for that emerging category, often called AI visibility, LLM SEO, or AI search analytics.

Some well-known options include:

• Profound — Tracks how often brands appear in AI assistant responses, compares competitors, monitors citations, and identifies opportunities to improve AI visibility.
• Scrunch AI — Focuses on measuring and improving brand presence across generative AI platforms, with competitive benchmarking and recommendations.
• Goodie AI — Monitors AI-generated answers and measures brand mentions and visibility over time.
• Peec AI — Tracks brand performance across AI search and assistant platforms, including competitor comparisons.
• Otterly.AI — Monitors prompts across multiple AI engines to see whether and how your brand is mentioned.
• AthenaHQ — Offers AI search visibility monitoring and competitive intelligence for brands.

If your goal is broader search share of voice (traditional SEO plus AI), established SEO platforms are also adding AI visibility features:

• Semrush
• Ahrefs
• Similarweb
• BrightEdge
• Conductor

Which is best?

• For enterprise brands: Profound or BrightEdge.
• For marketing teams that want competitive AI visibility: Scrunch AI or Peec AI.
• For agencies or SMBs: Otterly.AI or Goodie AI.
• If you already use SEO tools: Semrush or Ahrefs are worth considering as they continue expanding AI-related reporting.

When evaluating these platforms, look for:

• Coverage across multiple AI assistants (not just one).
• Prompt tracking for your industry.
• Competitor benchmarking.
• Citation/source tracking (which sites AI models rely on).
• Historical trends and alerts.
• API access if you want to integrate the data into dashboards.

If you tell me:

• your industry,
• your top 3–5 competitors, and
• whether you're targeting consumers or B2B,

I can narrow the list to the tools that are likely to fit your needs best.

If you're trying to measure your brand's share of voice (SOV) in AI assistant responses—that is, how often your brand is mentioned versus competitors across prompts—there are now several tools designed for this emerging category (sometimes called AI visibility, LLM SEO, or AI search analytics).

Some notable options include:

• Profound — Tracks how AI assistants mention your brand across prompts, compares visibility against competitors, and helps identify opportunities to improve AI discoverability.
• Goodie AI — Focuses on monitoring brand presence in generative AI results and benchmarking competitors.
• Peec AI — Measures brand visibility in AI search experiences and provides competitive analysis.
• Scrunch AI — Helps enterprises understand how AI assistants represent their products, messaging, and competitors.
• Otterly.AI — Tracks rankings and mentions across AI-powered search and assistant platforms.

If you're already using a traditional SEO platform, some are expanding into AI visibility as well:

• Semrush has AI-related visibility features alongside traditional search analytics.
• Ahrefs is developing AI search insights in addition to its core SEO toolkit.

What a good AI share-of-voice tool should measure

Look for a platform that can report:

• Brand mention frequency across a representative prompt set.
• Competitor mention frequency.
• Position in the answer (first mention vs. later).
• Sentiment and context of mentions.
• Citation sources used by AI assistants.
• Changes over time.
• Performance across multiple assistants (such as ChatGPT, Gemini, Claude, Perplexity, etc.).
• Prompt segmentation by topic, industry, or customer journey.

Which tool fits which use case?

• Enterprise brands: Profound or Scrunch AI tend to offer the deepest analytics and governance features.
• Marketing teams: Peec AI or Goodie AI are often easier to adopt for competitive monitoring.
• Smaller businesses: Otterly.AI is generally a more lightweight option focused on ongoing tracking.

One important caveat is that no tool can observe every response from every AI assistant. Most estimate share of voice by running standardized prompt sets repeatedly and measuring which brands appear, rather than having direct access to all user interactions. That means results are best interpreted as comparative benchmarks over a consistent set of prompts rather than absolute market share.

If your goal is to measure AI share of voice (AI SoV)—how often your brand appears in AI assistant answers compared to competitors—there are several tools built specifically for that.

Here are some of the leading options:

A strong AI SoV platform should measure more than just whether you're mentioned. Look for features like:

• Share of voice across ChatGPT, Gemini, Claude, Perplexity, and Google AI Overviews
• Competitor benchmarking
• Prompt-level reporting (which questions your competitors win)
• Citation/source tracking (what AI assistants cite)
• Historical trends over weeks and months
• Geographic and language segmentation
• Sentiment or recommendation quality, not just mention count

One important note: there is no universal "AI share of voice" metric. Each platform uses its own methodology, usually based on a fixed set of prompts, repeated sampling, and counting brand mentions relative to competitors. Because AI responses vary over time, the most reliable tools continuously rerun prompts rather than relying on a one-time snapshot. www.cognizo.ai

If you tell me:

• your industry (e.g. SaaS, ecommerce, healthcare, finance),
• your competitors, and
• your budget,

I can narrow the recommendations to the tools that are the best fit for your use case.

If your goal is to measure your brand's share of voice (SoV) in AI assistant responses versus competitors (e.g. ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews), there are several tools built specifically for this emerging category.

Here's a comparison of some of the strongest options:

These platforms generally measure:

• Share of Voice (SoV): How often your brand appears compared to competitors.
• Brand mentions: Whether you're included in AI-generated recommendations.
• Citation analysis: Which websites or sources AI assistants rely on when mentioning your brand.
• Prompt-level tracking: Which questions you win or lose.
• Historical trends: Whether your visibility is improving over time.
• Cross-model comparison: Performance in ChatGPT vs Gemini vs Perplexity vs Claude. www.semrush.com

If you're an enterprise

Most marketing teams evaluating AI visibility today start with:

• Profound
• AthenaHQ
• Semrush AI Visibility Toolkit

These offer robust competitor benchmarking, executive dashboards, and prompt-level analysis.

If you're a smaller business

Otterly.AI and Peec AI are commonly chosen because they're simpler and less expensive while still tracking AI mentions and competitor visibility. Community discussions also frequently mention these alongside enterprise platforms. www.reddit.com

If you already use Semrush

Semrush has added an AI Visibility Toolkit that calculates AI Share of Voice automatically. It measures both how often your brand is mentioned and how prominently it appears relative to competitors across tracked prompts. www.semrush.com

If you tell me:

• your industry (e.g. SaaS, ecommerce, healthcare),
• approximate company size, and
• budget (e.g. <$500/mo, $500–2k/mo, enterprise),

I can narrow the list to the 2–3 tools that are likely to fit your needs best.