ChatGPT answers, unedited

If you mean AI Share of Voice (SoV) dashboards specifically for brand queries, buyer-intent prompts, and competitor comparisons inside AI answers (ChatGPT, Gemini, Claude, Perplexity, etc.), the main category is usually called AI visibility / Generative Engine Optimization (GEO) tracking.

Platforms that fit this use case:

For brand-query and competitive comparison use cases, I’d look for these specific dashboard features:

• Prompt portfolio management

Example: “best CRM for startups,” “Brand A vs Brand B,” “alternatives to Brand A,” “top providers in category.”

• AI Share of Voice metric

Your % of mentions/recommendations vs competitors across tracked prompts. Zumi CrowdReply

• Competitor leaderboard

• Brand mention frequency
• Average recommendation position
• Sentiment
• Citation sources
• LLM-level splits

• ChatGPT
• Claude
• Gemini
• Perplexity
• AI Overviews / AI Mode
• Historical trend dashboards

So you can see whether competitors are gaining AI visibility over time. LuminRank

If you are evaluating for a CMO/brand team, I would shortlist Zumi, GetMentions AI, MeasureLLM, and Surva.ai. If you are specifically building a GEO measurement program around competitive category queries, Zumi and Siftly are closer to the “AI SoV dashboard” concept. Zumi Siftly

Yes. If you mean AI/LLM Share of Voice specifically for branded queries and competitor comparisons, there are several platforms now built around exactly that use case.

Best fits

My shortlist would be:

1. CrowdReply — probably the closest match if you specifically want branded vs. commercial/comparison query segmentation + competitive SOV. It explicitly separates branded queries from commercial and comparison intent and gives competitor deltas by model. crowdreply.io
2. Hootsuite LLM Insights — strongest if you're looking for a more established enterprise brand-intelligence dashboard. It compares brand SOV, mentions, position and sentiment across competitors and LLMs. www.hootsuite.comwww.zumihq.com
3. Zumi — particularly interesting if you want brand + competitor SOV tied to the exact AI answers and citations, with coverage of up to nine AI engines. www.zumihq.com
4. Surva.ai — has a straightforward dashboard specifically showing visibility score, SOV, platform breakdown, competitor comparisons and trends. www.surva.ai

If by “brand queries” you specifically mean something like:

“What is the best CRM for a 50-person SaaS company?”
“Salesforce vs HubSpot”
“HubSpot pricing”
“Alternatives to HubSpot”
“What CRM should I use?”

…and you want a dashboard showing your brand's AI SOV vs Salesforce/HubSpot/Pipedrive/etc., broken down by query type and model, CrowdReply is the one I'd investigate first. Its documentation explicitly calls out branded, commercial, and comparison intent rather than treating all prompts as one aggregate SOV number. crowdreply.io

If you tell me what category/industry you're tracking, I can also compare Profound vs Peec vs Otterly vs Zumi vs Hootsuite vs CrowdReply specifically on brand-query tracking, competitive SOV, prompt-level data, API/export, and pricing.

Yes. If by “AI share of voice” you mean a dashboard that tracks brand-related prompts, measures how often your brand is mentioned/recommended, and compares that share against competitors, there are several platforms built specifically for this.

Strongest fits

• zumihq.com — Probably the closest match. It tracks category and comparison questions, gives mention rate, AI share of voice, average position, competitor share, and breaks results down by AI engine. It supports up to nine engines. Zumi Zumi
• hootsuite.com — Particularly interesting if you're already an enterprise social/brand-monitoring customer. It explicitly provides brand vs. competitor share of voice, average position, mentions, sentiment, and comparisons across ChatGPT, Gemini, Perplexity and Claude. Hootsuite
• surva.ai — Has a dedicated AI Visibility dashboard with share of voice, competitor comparisons, platform breakdown and trends, across ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews. Surva.ai
• crowdreply.io — Very specifically oriented around SoV. It separates branded queries from commercial/comparison intent, then lets you compare competitor SoV by prompt cluster and LLM. CrowdReply
• llmpulse.ai — Focused squarely on AI share of voice vs. competitors, with trends and rankings across ChatGPT, Perplexity, Gemini, Google AI Mode and AI Overviews. LLM Pulse
• siftly.ai — Tracks the percentage of AI recommendations containing your brand, with overall/per-model SoV, trends and topic/head-to-head drilldowns. Siftly

If your requirement is specifically “brand queries + competitive comparisons”

I'd shortlist them this way:

One important distinction: some platforms call any mention of your brand “share of voice,” while the more sophisticated ones distinguish branded queries (“What is Nike?”), category queries (“best running shoes”), and comparison queries (“Nike vs Adidas”). If your goal is competitive intelligence, I'd prioritize the latter two rather than just measuring how often ChatGPT mentions your brand.

If you tell me whether you're looking for enterprise-grade (Profound-level), mid-market, or inexpensive/self-serve, I can narrow this to the 3 best platforms and compare their actual dashboards, query controls, competitors, LLM coverage, and pricing.

If you mean AI Share of Voice (SoV) dashboards that measure how often a brand appears in AI answers for branded, category, and comparison queries versus competitors, the leading platforms are mostly in the newer GEO (Generative Engine Optimization) / AI visibility monitoring category. Options include: www.iab.com

For your specific use case — “brand queries + competitive comparisons” — I would shortlist:

1. LLM Pulse → strongest fit if you want a pure AI SoV dashboard with competitor leaderboards and prompt/category slicing. llmpulse.ai
2. Zumi → strong if you need executive-friendly dashboards showing “who wins AI recommendations” and why. www.zumihq.com
3. Profound / Peec AI → better enterprise choices if you need broader AI visibility monitoring workflows.
4. CrowdReply / CitedSpy → useful for marketing teams that want prompt-level competitive diagnostics. www.citedspy.comcrowdreply.io

When evaluating vendors, check whether they support:

• Branded queries (“What is [Brand]?”)
• Category queries (“best CRM software”)
• Comparison queries (“Brand A vs Brand B”)
• Prompt-level competitor overlap (who appears in the same AI answer)
• Mention share vs citation share (being mentioned and being cited are different)
• Model breakdowns (ChatGPT vs Gemini vs Perplexity vs Claude)
• Historical trend dashboards (weekly/monthly SoV movement)

One caveat: AI SoV is not yet standardized. Two tools can report different percentages because they define the competitor set, prompts, weighting, and mention methodology differently. www.iab.com

If you mean a dashboard specifically for measuring how often a brand is mentioned/recommended in AI answers to branded, category, and comparison queries—and benchmarking that against competitors, there are several good options.

Best fits

If your exact use case is "brand queries vs. competitors"

I'd shortlist Similarweb, Scrunch, and Zumi.

Similarweb is particularly interesting because its Brand Mention Share measures your share of all brands actually appearing in AI responses, rather than only the competitors you've manually selected. That makes the denominator closer to the actual competitive landscape. www.similarweb.com

Scrunch is strong if you want to drill down from an overall SOV number into specific prompts, topics, competitors, branded vs. non-branded prompts, personas, funnel stages, and individual AI responses. scrunch.com

Zumi is probably the closest match to what you described as a dashboard: it explicitly shows mention rate, share of voice, average position, competitor share, and per-engine performance, with daily monitoring of tracked prompts. scrunch.comwww.zumihq.com

And CrowdReply is worth looking at if "brand queries" includes distinguishing branded vs. commercial/comparison intent. Its SOV dashboard specifically breaks performance down by prompt category, including branded, commercial, and comparison queries, and provides competitor deltas by model. crowdreply.io

One important distinction

There are actually three different metrics that vendors sometimes call "AI share of voice":

1. Brand mention rate — % of prompts where your brand appears.
2. Mention share / SOV — your brand's mentions ÷ all brand mentions.
3. Recommendation/position share — how often you're the first/leading recommendation versus merely appearing.

For competitive brand analysis, #2 + #3 are much more useful than simple visibility. Similarweb explicitly makes this distinction, and Semrush's current methodology also incorporates both mention frequency and position. www.similarweb.com

If you tell me whether you're looking for this for enterprise marketing, an agency, SaaS, ecommerce, or a specific brand, I can narrow this to the 3 best platforms and compare pricing, query controls, competitor tracking, and dashboard/API capabilities.

Yes. A growing category of AI visibility/GEO (Generative Engine Optimization) platforms now provides dashboards specifically for AI Share of Voice (SoV), brand query monitoring, and competitive benchmarking across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, and similar systems.

Here's how the leading platforms compare:

Peec AI

Peec is one of the more mature AI visibility platforms. It tracks:

• AI Share of Voice
• Visibility over time
• Branded vs. non-branded prompts
• Competitor benchmarking
• Sentiment
• Position/order of mentions
• Source and citation analysis

It also distinguishes prompt intent (brand, commercial, informational) and compares your visibility against competitors on the same prompt set. peec.ai

Profound

Profound is probably the best-known enterprise product in this category.

Its dashboards focus on:

• AI mention frequency
• Brand Share of Voice
• Competitive rankings
• Prompt libraries
• Visibility changes over time
• Executive reporting

Many Fortune 500 marketing teams use it for AI search monitoring. www.studiomader.itpeec.ai

AthenaHQ

AthenaHQ combines AI visibility with GEO recommendations.

Typical dashboards include:

• Share of Voice
• Brand presence
• Domain citations
• Competitor comparisons
• AI search benchmarks

Their annual reports also publish industry SoV benchmarks. athenahq.ai

Waikay

Waikay has one of the strongest competitive dashboards.

It measures:

• Share of Voice
• "Share of Model"
• Topical Presence
• Competitor heatmaps
• Prompt-level benchmarking
• Topic ownership

One differentiator is that it automatically discovers competitors rather than requiring you to specify all of them upfront. waikay.io

AskVardi

AskVardi emphasizes cross-platform comparisons.

Its dashboard includes:

• Per-platform visibility
• Brand leaderboards
• Competitor gaps
• Used vs. cited distinctions
• Share of Voice
• Multi-model tracking

It also offers a free tier, making it attractive for smaller teams. askvardi.ai

What these dashboards typically look like

Most AI visibility platforms provide:

• AI Share of Voice by brand
• Visibility trends over time
• Branded vs. non-branded prompts
• Prompt-level rankings
• Competitor leaderboards
• Citation/source analysis
• Model-specific results (ChatGPT vs. Gemini vs. Claude vs. Perplexity)
• Alerts when competitors overtake you
• Exportable reports

If your primary goal is competitive brand monitoring

I'd group them like this:

• Enterprise: Profound, AthenaHQ
• Best all-around: Peec AI
• Strongest competitive visualization: Waikay
• Budget-friendly: AskVardi
• Simple monitoring: Otterly AI

These tools are generally designed for marketing and SEO/GEO teams that want to answer questions such as:

• "When someone asks ChatGPT for the best CRM, how often are we recommended versus Salesforce and HubSpot?"
• "What is our AI Share of Voice for branded prompts?"
• "Which competitors are gaining visibility in AI answers?"
• "Which prompts consistently recommend competitors instead of us?" peec.ai

Yes. If you mean dashboards specifically built around branded/buyer queries, AI share of voice, and competitor comparisons, several platforms now do this well.

Strongest options

My take

If your specific use case is:

“Show me how often AI recommends my brand when people ask branded/category/comparison questions, and compare that against competitors.”

I'd shortlist Semrush, DemandSphere, Zumi, and Maya.

• Semrush is probably the safest choice if you want this integrated with a broader SEO/marketing stack. Its Brand Performance Reports explicitly include Share of Voice by Platform, competitor comparisons, mentions, and average position. www.semrush.com
• DemandSphere looks particularly strong for an enterprise search-intelligence use case: it tracks brand mentions/citations versus competitors, share of voice over time, sentiment, and more than 10 AI/search surfaces. www.demandsphere.com
• Zumi is more purpose-built around AI visibility/GEO. Its dashboard explicitly measures mention rate, share of voice, average position, competitor share, and the exact questions buyers ask. www.zumihq.com
• Maya is especially interesting if you care about competitive query gaps—e.g., “queries where competitors are recommended but we're not.” withmaya.ai

One important distinction: “brand queries” can mean two different things. Some platforms track queries containing the brand name (e.g. “Acme pricing”), while the more useful competitive-AI products track buyer prompts about your category and comparisons (e.g. “best CRM for startups” or “Acme vs Salesforce”). The latter gives you a much more meaningful AI share-of-voice measurement.

If you tell me whether you're looking for this for SEO/GEO monitoring, an agency dashboard, or a CMO/brand reporting dashboard, I can narrow it down to the 3 best platforms and compare their pricing, query granularity, APIs, and dashboard capabilities.

Yes. A growing category of AI visibility/GEO (Generative Engine Optimization) platforms now provides dashboards specifically for AI Share of Voice (SoV), brand query monitoring, and competitive benchmarking across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, and similar systems.

Here's how the leading platforms compare:

Peec AI

Peec is one of the more mature AI visibility platforms. It tracks:

• AI Share of Voice
• Visibility over time
• Branded vs. non-branded prompts
• Competitor benchmarking
• Sentiment
• Position/order of mentions
• Source and citation analysis

It also distinguishes prompt intent (brand, commercial, informational) and compares your visibility against competitors on the same prompt set. peec.ai

Profound

Profound is probably the best-known enterprise product in this category.

Its dashboards focus on:

• AI mention frequency
• Brand Share of Voice
• Competitive rankings
• Prompt libraries
• Visibility changes over time
• Executive reporting

Many Fortune 500 marketing teams use it for AI search monitoring. www.studiomader.itpeec.ai

AthenaHQ

AthenaHQ combines AI visibility with GEO recommendations.

Typical dashboards include:

• Share of Voice
• Brand presence
• Domain citations
• Competitor comparisons
• AI search benchmarks

Their annual reports also publish industry SoV benchmarks. athenahq.ai

Waikay

Waikay has one of the strongest competitive dashboards.

It measures:

• Share of Voice
• "Share of Model"
• Topical Presence
• Competitor heatmaps
• Prompt-level benchmarking
• Topic ownership

One differentiator is that it automatically discovers competitors rather than requiring you to specify all of them upfront. waikay.io

AskVardi

AskVardi emphasizes cross-platform comparisons.

Its dashboard includes:

• Per-platform visibility
• Brand leaderboards
• Competitor gaps
• Used vs. cited distinctions
• Share of Voice
• Multi-model tracking

It also offers a free tier, making it attractive for smaller teams. askvardi.ai

What these dashboards typically look like

Most AI visibility platforms provide:

• AI Share of Voice by brand
• Visibility trends over time
• Branded vs. non-branded prompts
• Prompt-level rankings
• Competitor leaderboards
• Citation/source analysis
• Model-specific results (ChatGPT vs. Gemini vs. Claude vs. Perplexity)
• Alerts when competitors overtake you
• Exportable reports

If your primary goal is competitive brand monitoring

I'd group them like this:

• Enterprise: Profound, AthenaHQ
• Best all-around: Peec AI
• Strongest competitive visualization: Waikay
• Budget-friendly: AskVardi
• Simple monitoring: Otterly AI

These tools are generally designed for marketing and SEO/GEO teams that want to answer questions such as:

• "When someone asks ChatGPT for the best CRM, how often are we recommended versus Salesforce and HubSpot?"
• "What is our AI Share of Voice for branded prompts?"
• "Which competitors are gaining visibility in AI answers?"
• "Which prompts consistently recommend competitors instead of us?" peec.ai

Yes. A growing category of AI visibility/GEO (Generative Engine Optimization) platforms now provides dashboards specifically for AI Share of Voice (SoV), brand query monitoring, and competitive benchmarking across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, and similar systems.

Here's how the leading platforms compare:

Peec AI

Peec is one of the more mature AI visibility platforms. It tracks:

• AI Share of Voice
• Visibility over time
• Branded vs. non-branded prompts
• Competitor benchmarking
• Sentiment
• Position/order of mentions
• Source and citation analysis

It also distinguishes prompt intent (brand, commercial, informational) and compares your visibility against competitors on the same prompt set. peec.ai

Profound

Profound is probably the best-known enterprise product in this category.

Its dashboards focus on:

• AI mention frequency
• Brand Share of Voice
• Competitive rankings
• Prompt libraries
• Visibility changes over time
• Executive reporting

Many Fortune 500 marketing teams use it for AI search monitoring. www.studiomader.itpeec.ai

AthenaHQ

AthenaHQ combines AI visibility with GEO recommendations.

Typical dashboards include:

• Share of Voice
• Brand presence
• Domain citations
• Competitor comparisons
• AI search benchmarks

Their annual reports also publish industry SoV benchmarks. athenahq.ai

Waikay

Waikay has one of the strongest competitive dashboards.

It measures:

• Share of Voice
• "Share of Model"
• Topical Presence
• Competitor heatmaps
• Prompt-level benchmarking
• Topic ownership

One differentiator is that it automatically discovers competitors rather than requiring you to specify all of them upfront. waikay.io

AskVardi

AskVardi emphasizes cross-platform comparisons.

Its dashboard includes:

• Per-platform visibility
• Brand leaderboards
• Competitor gaps
• Used vs. cited distinctions
• Share of Voice
• Multi-model tracking

It also offers a free tier, making it attractive for smaller teams. askvardi.ai

What these dashboards typically look like

Most AI visibility platforms provide:

• AI Share of Voice by brand
• Visibility trends over time
• Branded vs. non-branded prompts
• Prompt-level rankings
• Competitor leaderboards
• Citation/source analysis
• Model-specific results (ChatGPT vs. Gemini vs. Claude vs. Perplexity)
• Alerts when competitors overtake you
• Exportable reports

If your primary goal is competitive brand monitoring

I'd group them like this:

• Enterprise: Profound, AthenaHQ
• Best all-around: Peec AI
• Strongest competitive visualization: Waikay
• Budget-friendly: AskVardi
• Simple monitoring: Otterly AI

These tools are generally designed for marketing and SEO/GEO teams that want to answer questions such as:

• "When someone asks ChatGPT for the best CRM, how often are we recommended versus Salesforce and HubSpot?"
• "What is our AI Share of Voice for branded prompts?"
• "Which competitors are gaining visibility in AI answers?"
• "Which prompts consistently recommend competitors instead of us?" peec.ai

Yes. A growing category of AI visibility/GEO (Generative Engine Optimization) platforms now provides dashboards specifically for AI Share of Voice (SoV), brand query monitoring, and competitive benchmarking across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, and similar systems.

Here's how the leading platforms compare:

Peec AI

Peec is one of the more mature AI visibility platforms. It tracks:

• AI Share of Voice
• Visibility over time
• Branded vs. non-branded prompts
• Competitor benchmarking
• Sentiment
• Position/order of mentions
• Source and citation analysis

It also distinguishes prompt intent (brand, commercial, informational) and compares your visibility against competitors on the same prompt set. peec.ai

Profound

Profound is probably the best-known enterprise product in this category.

Its dashboards focus on:

• AI mention frequency
• Brand Share of Voice
• Competitive rankings
• Prompt libraries
• Visibility changes over time
• Executive reporting

Many Fortune 500 marketing teams use it for AI search monitoring. www.studiomader.itpeec.ai

AthenaHQ

AthenaHQ combines AI visibility with GEO recommendations.

Typical dashboards include:

• Share of Voice
• Brand presence
• Domain citations
• Competitor comparisons
• AI search benchmarks

Their annual reports also publish industry SoV benchmarks. athenahq.ai

Waikay

Waikay has one of the strongest competitive dashboards.

It measures:

• Share of Voice
• "Share of Model"
• Topical Presence
• Competitor heatmaps
• Prompt-level benchmarking
• Topic ownership

One differentiator is that it automatically discovers competitors rather than requiring you to specify all of them upfront. waikay.io

AskVardi

AskVardi emphasizes cross-platform comparisons.

Its dashboard includes:

• Per-platform visibility
• Brand leaderboards
• Competitor gaps
• Used vs. cited distinctions
• Share of Voice
• Multi-model tracking

It also offers a free tier, making it attractive for smaller teams. askvardi.ai

What these dashboards typically look like

Most AI visibility platforms provide:

• AI Share of Voice by brand
• Visibility trends over time
• Branded vs. non-branded prompts
• Prompt-level rankings
• Competitor leaderboards
• Citation/source analysis
• Model-specific results (ChatGPT vs. Gemini vs. Claude vs. Perplexity)
• Alerts when competitors overtake you
• Exportable reports

If your primary goal is competitive brand monitoring

I'd group them like this:

• Enterprise: Profound, AthenaHQ
• Best all-around: Peec AI
• Strongest competitive visualization: Waikay
• Budget-friendly: AskVardi
• Simple monitoring: Otterly AI

These tools are generally designed for marketing and SEO/GEO teams that want to answer questions such as:

• "When someone asks ChatGPT for the best CRM, how often are we recommended versus Salesforce and HubSpot?"
• "What is our AI Share of Voice for branded prompts?"
• "Which competitors are gaining visibility in AI answers?"
• "Which prompts consistently recommend competitors instead of us?" peec.ai

Yes. A growing category of AI visibility/GEO (Generative Engine Optimization) platforms now provides dashboards specifically for AI Share of Voice (SoV), brand query monitoring, and competitive benchmarking across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, and similar systems.

Here's how the leading platforms compare:

Peec AI

Peec is one of the more mature AI visibility platforms. It tracks:

• AI Share of Voice
• Visibility over time
• Branded vs. non-branded prompts
• Competitor benchmarking
• Sentiment
• Position/order of mentions
• Source and citation analysis

It also distinguishes prompt intent (brand, commercial, informational) and compares your visibility against competitors on the same prompt set. peec.ai

Profound

Profound is probably the best-known enterprise product in this category.

Its dashboards focus on:

• AI mention frequency
• Brand Share of Voice
• Competitive rankings
• Prompt libraries
• Visibility changes over time
• Executive reporting

Many Fortune 500 marketing teams use it for AI search monitoring. www.studiomader.itpeec.ai

AthenaHQ

AthenaHQ combines AI visibility with GEO recommendations.

Typical dashboards include:

• Share of Voice
• Brand presence
• Domain citations
• Competitor comparisons
• AI search benchmarks

Their annual reports also publish industry SoV benchmarks. athenahq.ai

Waikay

Waikay has one of the strongest competitive dashboards.

It measures:

• Share of Voice
• "Share of Model"
• Topical Presence
• Competitor heatmaps
• Prompt-level benchmarking
• Topic ownership

One differentiator is that it automatically discovers competitors rather than requiring you to specify all of them upfront. waikay.io

AskVardi

AskVardi emphasizes cross-platform comparisons.

Its dashboard includes:

• Per-platform visibility
• Brand leaderboards
• Competitor gaps
• Used vs. cited distinctions
• Share of Voice
• Multi-model tracking

It also offers a free tier, making it attractive for smaller teams. askvardi.ai

What these dashboards typically look like

Most AI visibility platforms provide:

• AI Share of Voice by brand
• Visibility trends over time
• Branded vs. non-branded prompts
• Prompt-level rankings
• Competitor leaderboards
• Citation/source analysis
• Model-specific results (ChatGPT vs. Gemini vs. Claude vs. Perplexity)
• Alerts when competitors overtake you
• Exportable reports

If your primary goal is competitive brand monitoring

I'd group them like this:

• Enterprise: Profound, AthenaHQ
• Best all-around: Peec AI
• Strongest competitive visualization: Waikay
• Budget-friendly: AskVardi
• Simple monitoring: Otterly AI

These tools are generally designed for marketing and SEO/GEO teams that want to answer questions such as:

• "When someone asks ChatGPT for the best CRM, how often are we recommended versus Salesforce and HubSpot?"
• "What is our AI Share of Voice for branded prompts?"
• "Which competitors are gaining visibility in AI answers?"
• "Which prompts consistently recommend competitors instead of us?" peec.ai

If by “AI share of voice” you mean a dashboard that lets you define a set of brand/category queries, see how often your brand is mentioned or recommended, and compare that against competitors, there are several good options.

Best fits

A particularly direct match is MeasureLLM: its dashboard explicitly includes brand visibility, LLM breakdowns, competitor analysis, and Share of Voice, and it tracks mentions/recommendations across multiple AI platforms. www.measurellm.com

Brand Auditor is another very close match if your priority is specifically SOV + competitive comparison: it offers side-by-side SOV, mention rates, citations, platform-level competitive breakdowns, and trend tracking. brandauditor.io

For a more enterprise-oriented solution, Profound is worth evaluating. Independent 2026 comparisons describe it as particularly strong for enterprise reporting and competitive intelligence. www.reddit.com

One important distinction

If you specifically mean “brand queries” such as:

• “What is the best CRM for startups?”
• “HubSpot alternatives”
• “Salesforce vs HubSpot”
• “Best [category] software”
• “Which [category] brands does ChatGPT recommend?”

…and you want SOV only across those predefined query sets, rather than a generalized AI visibility score, I'd narrow the shortlist to Profound, Semrush, Peec, Brand Auditor, and MeasureLLM.

If you tell me whether you're looking for enterprise/agency software or something <$500/month, I can narrow this to the 3 best platforms and compare their exact SOV methodology, query controls, competitor dashboards, and pricing.

If you mean AI Share of Voice (AI SoV) — i.e., “when someone asks ChatGPT/Gemini/Claude/Perplexity a brand-relevant query, how often does my brand appear vs competitors?” — the market is still emerging, but these platforms are specifically built around that use case: www.frictionai.co

How I’d shortlist them by use case

• Enterprise marketing / CMO reporting: Profound, Semrush, BrightEdge-style enterprise tools www.reddit.com
• Pure AI brand tracking (ChatGPT/Gemini/Claude comparisons): Siftly, MeasureLLM, Surva.ai siftly.ai
• SEO teams expanding into GEO/AEO: Semrush, Writesonic docs.writesonic.comwww.semrush.comwww.reddit.com
• Agency reporting / client dashboards: Profound, RivalSee, Writesonic www.reddit.com

When evaluating vendors, I’d look for these specific capabilities:

1. Custom prompt sets (your real buyer queries, not generic keywords)
2. Competitor share of voice by query
3. Model-level breakdown (ChatGPT vs Gemini vs Claude vs Perplexity)
4. Historical trend dashboards
5. Citation/source tracking (what websites influence the AI answer)
6. Exportable executive reports www.measurellm.comsiftly.aisov.braign.io

If you’re building a brand intelligence dashboard for a large company, I’d compare Profound vs Semrush vs MeasureLLM first. If you’re a growth/SEO team, Writesonic or Siftly may be faster to deploy.

Yes. If by AI Share of Voice you mean “for a defined set of brand/category queries, what percentage of AI answers mention my brand vs. competitors?”, there are several platforms built specifically around this.

Best fits

For example, MeasureLLM explicitly has a Competitor Analysis Dashboard with Share of Voice comparisons, while ChatBenchmark shows brand mention counts and SOV against named competitors. www.measurellm.com

RivalSee is particularly interesting if you don't want to rely solely on a static keyword list: it models customer segments/personas and tracks how those conversational queries play out across AI engines. www.rivalsee.com

If your use case is specifically "brand queries"

I'd distinguish between two things:

1. Branded queries — e.g.

“What does Nike offer?”
“Is Nike worth it?”
“Nike competitors?”

2. Category/comparison queries — e.g.

“Best running shoes for beginners”
“Nike vs Adidas for running”
“Best alternatives to Nike”

For competitive AI SOV, #2 is generally much more valuable. It tells you whether AI is actually recommending your brand when a buyer is considering the category—not merely whether the model recognizes your brand.

Semrush's AI Visibility Toolkit is worth looking at if you want this integrated with an existing SEO/marketing stack; its Brand Performance reporting includes AI Share of Voice and competitor comparisons. www.reddit.com

If you're looking for something specifically designed for an executive dashboard showing “Brand A 38% vs Brand B 27% vs Brand C 19% across our 500 tracked prompts”, I'd shortlist MeasureLLM, ChatBenchmark, and Semrush first.

If you tell me whether you're looking for this for your own brand, an agency, or a SaaS product you're evaluating/building, I can narrow it down to the 3 strongest options and compare pricing, query-level data, API access, historical SOV, and white-label dashboards.

Yes. If you mean AI Share of Voice (SOV) specifically for brand/category queries, with competitor comparisons, there are several platforms built for exactly that.

Strongest options

A few stand out depending on what you're trying to measure:

1. LLM Pulse — probably closest to your description.
Its Share of Voice product explicitly measures what percentage of AI mentions go to your brand versus competitors and lets you track that over time. llmpulse.ai
LLM Pulse

2. ChatBenchmark — good if you want a classic competitive dashboard.
It shows brand mentions, SOV, competitor comparisons, platform filters, country/time filters, etc. chatbenchmark.com
ChatBenchmark

3. DeepSmith — stronger if you want to understand why you're winning/losing.
It combines SOV with mention rate, citation rate, the actual AI answers, and which sources AI trusts. deepsmith.ai
DeepSmith

4. RivalSee — interesting for persona/customer-query analysis.
Rather than treating everything as keywords, it models customer segments/personas and tracks how brands appear in the resulting AI conversations. www.rivalsee.com
RivalSee

One important distinction

If your goal is specifically:

"When someone asks an AI engine a query about my category or brand, what percentage of the resulting recommendations/mentions belong to me vs. competitors?"

then I'd prioritize LLM Pulse, ChatBenchmark, or DeepSmith over general SEO suites.

Also, don't treat a single-run SOV number as perfectly precise. AI answers are stochastic, so repeated sampling matters; recent research shows meaningful variation between runs of the same query. arxiv.org

If you tell me your use case (e.g. enterprise brand tracking, agency reporting, SaaS competitive intelligence, or building your own dashboard), I can narrow this to the 3 best platforms and compare pricing, query controls, API access, and SOV methodology.

Yes. If by “AI Share of Voice” you mean a dashboard that measures how often your brand is mentioned/recommended for a defined set of brand/category queries, versus named competitors, there are several platforms that do this specifically.

Strongest fits

Conductor is probably the closest match if you're looking for a serious brand/competitive intelligence dashboard. Its AI Share of Voice product explicitly distinguishes mention-based SOV from citation-based SOV, which is useful if you want to know both who AI talks about and which sources are driving that visibility. www.conductor.com

Semrush is particularly compelling if you're already using it for SEO. Its AI Visibility Toolkit has a Brand Performance report where you can compare your visibility/share of voice against competitors across AI platforms. www.reddit.com

For a more purpose-built AI SOV tool, LLM Pulse looks quite close to your exact requirement: it calculates the percentage of AI mentions going to your brand versus competitors and lets you track the share over time. llmpulse.ai

Cogvert Scout goes a step further on competitive analysis: its dashboard shows SOV by tracked prompts, competitors, prompt gaps, and citation advantage, including a head-to-head competitor view. cogvert.com

If your requirement is specifically:

“Give me a dashboard where I enter my brand + competitors + a set of brand/category queries, then show me our AI SOV and competitive position.”

I'd shortlist:

1. Conductor — best enterprise/strategic dashboard
2. Semrush — best if SEO + AI visibility need to live together
3. LLM Pulse — best focused SOV product
4. Cogvert Scout — best prompt-level competitive view
5. AISoV — simplest dedicated SOV/reporting approach sov.braign.io

One important distinction: “AI visibility” and “AI share of voice” aren't necessarily the same metric. SOV should ideally be calculated over a controlled prompt set and competitor set; otherwise a platform's visibility score can be difficult to interpret competitively. www.frictionai.co

If you tell me whether you're looking for enterprise software, an API/data provider, or something you could white-label into your own dashboard, I can narrow this to the 3 best options and compare pricing, query-level data, API access, engines, and competitive SOV methodology.

If you're looking specifically for AI Share of Voice (SoV) dashboards that measure brand visibility for prompts/queries and compare you against competitors across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, and similar systems, there are now several purpose-built platforms.

Here's how I'd group the market:

Best enterprise platforms

Profound

• One of the most mature AI visibility platforms.
• Tracks how often brands appear in AI answers.
• Competitive share of voice.
• Brand vs competitor dashboards.
• Prompt-level reporting.
• Citation/source analysis.
• Historical trend reporting.

This is currently one of the platforms larger brands and agencies evaluate for GEO (Generative Engine Optimization).

Peec AI
Strong if your goal is understanding:

• which prompts mention your brand,
• where competitors outperform you,
• changes over time,
• recommendations for improving visibility.

Widely mentioned alongside Profound in GEO discussions. www.reddit.com

Best for AI visibility analytics

MeasureLLM
Provides dashboards for:

• AI visibility score
• Share of Voice
• competitor comparison
• ChatGPT/Gemini/Claude/Perplexity breakdowns
• trend monitoring

Designed around ongoing monitoring rather than one-off audits. www.measurellm.com

Zumi
One of the cleaner dashboards I've seen.

Metrics include:

• Mention rate
• Share of Voice
• Average position
• Engine-by-engine comparison
• Daily refresh
• Competitor benchmarking

Especially focused on marketing teams tracking AI recommendation performance. www.zumihq.comwww.measurellm.com

Strong competitive intelligence

Cogvert Scout

Good if competitive analysis is the priority.

Shows:

• AI Share of Voice
• competitor leaderboards
• prompt gaps
• citation advantage
• brands AI recommends instead of yours

Very focused on explaining why competitors win. cogvert.comwww.measurellm.com

Agency-friendly tools

RivalSee
Designed for agencies and brands.

Tracks:

• brand mentions
• citations
• competitor share of voice
• customer persona-based prompting
• ChatGPT, Claude, Perplexity, Google AI

Useful if you want segmented dashboards by audience/persona rather than only keyword sets. www.rivalsee.com

AskVardi
Interesting because it distinguishes:

• cited
• used
• mentioned

Also provides:

• platform-specific leaderboards
• competitor gaps
• scheduled monitoring
• free tier

askvardi.ai

Lightweight options

• QuickSEO — straightforward AI Share of Voice dashboards and competitor leaderboards. quickseo.ai
• Braign AI SoV — report-based tracking with exports and multi-model comparisons. sov.braign.io

If your goal is "Brand Query Share of Voice"

For prompts like:

• "Best CRM for small business"
• "Top project management software"
• "Best accounting platform"
• "Compare HubSpot vs Salesforce"
• "Who makes the best…"

the strongest products today are:

1. Profound
2. Peec AI
3. MeasureLLM
4. Zumi
5. Cogvert Scout

These all let you define prompt sets, track your brand versus competitors, monitor visibility over time, and identify where competitors are recommended instead. www.measurellm.com

If you're evaluating platforms for an enterprise SEO or GEO program, I can also compare these tools by features such as supported AI engines, sentiment analysis, citation tracking, API access, integrations, pricing tier, and dashboard/reporting capabilities.

If you mean AI Share of Voice (AI SoV) dashboards that track brand queries/prompts and compare competitors inside LLM answers (ChatGPT, Gemini, Claude, Perplexity, Google AI results, etc.), these are some of the main platforms to evaluate:

Shortlist by use case

For a CMO / executive dashboard

• Profound
• Semrush AI Visibility Toolkit
• Measure.LLM

For brand vs. competitor benchmarking

• Measure.LLM
• Zumi
• Brand Auditor
• Writesonic Brand Explorer

For GEO (Generative Engine Optimization) teams

• Profound
• RivalSee
• Botify
• Semrush

Metrics you should expect in a good AI SoV dashboard

Look for:

• Brand mention share (% of AI answers mentioning you vs competitors)
• Prompt/query-level visibility (e.g., “best CRM for startups”)
• Competitive leaderboard
• AI engine breakdown (ChatGPT vs Gemini vs Perplexity, etc.)
• Citation share (which brands get cited as sources)
• Position/rank in AI answers
• Sentiment and attributes associated with the brand
• Historical trend lines

One caveat: AI SoV is still an emerging metric. Platforms generally measure share of observed AI responses for a tracked prompt set, not true market share, because LLM providers do not expose complete query volume data. support.botify.com

If you’re choosing for an enterprise brand team, I’d typically narrow the evaluation to Profound vs Semrush vs Measure.LLM vs Zumi based on whether you prioritize executive reporting, SEO integration, or deep prompt intelligence.

If you're looking specifically for AI Share of Voice (SOV) dashboards that answer questions like:

• "How often does ChatGPT recommend my brand?"
• "How do we compare against competitors?"
• "Which prompts do competitors win?"
• "How has our visibility changed over time?"

then there are now several platforms built specifically for this use case.

The strongest products for competitive AI visibility are:

Profound

• Often considered the enterprise leader.
• Tracks ChatGPT, Gemini, Claude, Perplexity, and other AI engines.
• Measures share of voice, brand mentions, citations, sentiment, and prompt-level performance.
• Strong executive dashboards and historical reporting. www.reddit.comwww.reddit.comwww.zumihq.com

Semrush AI Visibility Toolkit

• Adds AI visibility alongside traditional SEO.
• Includes Brand Performance reports showing AI Share of Voice by platform and competitor comparisons.
• Good if your team already relies on Semrush. www.reddit.com

Peec AI

• Purpose-built for AI search optimization (GEO).
• Focuses on prompt tracking, competitive benchmarking, and citation analysis.
• Popular with SaaS and growth marketing teams. www.reddit.comwww.reddit.comwww.zumihq.com

Zumi
One of the cleaner dashboards for marketers. It reports:

• mention rate
• share of voice
• average position
• competitor comparisons
• engine-by-engine breakdown
• daily tracking across multiple AI engines. www.zumihq.com

Siftly
Strong if you want a single KPI for AI visibility:

• overall AI Share of Voice
• per-platform SOV
• historical trends
• head-to-head competitor comparisons
• drill-down by topic and prompt. siftly.ai

If your goal is brand query benchmarking

For prompts like:

• "Best CRM software"
• "Top project management tools"
• "Alternatives to HubSpot"
• "Is Stripe better than Adyen?"

the best platforms are generally:

1. Profound
2. Semrush AI Visibility Toolkit
3. Peec AI
4. AthenaHQ
5. Zumi

These let you define prompt sets, compare multiple brands, and monitor how recommendations evolve over time. The common metrics include AI Share of Voice, mention rate, ranking within answers, citations, and prompt-level wins/losses. www.reddit.comwww.zumihq.com

If you're evaluating tools for a large organization, I'd also distinguish between enterprise platforms (Profound, AthenaHQ, Semrush) and mid-market platforms (Peec AI, Zumi, Siftly, RivalSee), since pricing and workflow differ substantially.

If you mean AI Share of Voice (AI SoV) as in “when users ask ChatGPT/Gemini/Claude/Perplexity category or brand-comparison questions, how often does my brand appear versus competitors?”, the market is usually called AI visibility, Generative Engine Optimization (GEO), or AI search monitoring.

Platforms that specifically provide dashboards for brand queries + competitor comparisons include:

Shortlist by use case

For a CMO / executive dashboard

• Profound
• Semrush AI Visibility Toolkit
• MeasureLLM

www.reddit.com

For GEO teams optimizing content

• Peec AI
• Zumi
• Cleotic
• Livesov

cleotic.ailivesov.com

For enterprise SEO teams adding AI visibility

• Semrush
• Botify

www.semrush.comwww.reddit.comsupport.botify.com

When evaluating these tools, I would look for:

1. Prompt-level tracking (e.g., “best CRM for startups,” “HubSpot vs Salesforce”) rather than only domain-level scoring.
2. Competitor share-of-voice across the same prompt set.
3. Engine-level breakdowns (ChatGPT vs Gemini vs Claude vs Perplexity).
4. Citation/source analysis showing why a competitor appears.
5. Historical trends so you can show movement over time. www.zumihq.comcleotic.ailivesov.comwww.reddit.com

If you are building an enterprise marketing dashboard, the closest matches today are probably Profound, Semrush, MeasureLLM, and Botify. If you need a GEO specialist tool, look more at Peec, Zumi, Cleotic, and Livesov. www.reddit.com

If you're specifically looking for AI Share of Voice (SoV) dashboards that measure brand visibility for category/brand queries and compare competitors across LLMs, there are now several platforms built for this use case.

Here's how I'd group them:

These platforms generally track metrics such as:

• AI share of voice by brand
• Frequency of mentions in AI answers
• Competitor mention share
• Visibility trends over time
• Platform-specific performance (ChatGPT, Gemini, Perplexity, Google AI Mode/Overviews, Claude, etc.)
• Query- or prompt-level performance
• Source citations and referenced websites

Examples include dashboards that show "Your Brand: 32%, Competitor A: 28%, Competitor B: 22%" for a selected category or prompt set. yourremora.com

Best options by use case

Enterprise (Fortune 1000)

• Profound
• AthenaHQ

These focus heavily on competitive intelligence, narrative analysis, executive reporting, and AI search monitoring. www.wsj.com

SEO teams

• Semrush AI Visibility Toolkit
• Pi Datametrics
• SERPrecon

These combine traditional search visibility with AI visibility and make it easier to connect AI performance to existing SEO workflows. www.reddit.com

Dedicated AI visibility startups

• Remora
• LLM Pulse
• Siftly
• RivalSee
• Bourd
• Voxoria

These are purpose-built for monitoring AI-generated recommendations and often provide dashboards for:

• Share of voice
• Mention rate
• Citations
• Competitor rankings
• Prompt libraries
• Historical trends yourremora.com

If your goal is brand-query intelligence

If you're trying to answer questions like:

• "When someone asks ChatGPT for the best CRM, how often are we mentioned?"
• "How does our AI share of voice compare with Salesforce and HubSpot?"
• "Which prompts do competitors win?"
• "Which sources cause AI to recommend competitors?"

then I'd narrow the field to:

1. Profound (most mature enterprise offering)
2. AthenaHQ
3. Semrush AI Visibility Toolkit (if you're already a Semrush customer)
4. LLM Pulse (strong AI-native dashboards)
5. Remora (excellent competitive share-of-voice visualization) www.wsj.com

These are among the strongest options for tracking AI share of voice specifically around brand and category queries, with ongoing competitive comparisons and trend reporting.