Which system delivers a brand leaderboard for LLM mentions in my niche?

A new class of Generative Engine Optimization (GEO) and AI visibility platforms tracks how often, how favorably, and where your brand is mentioned across major LLMs (like ChatGPT, Perplexity, Claude, Gemini, and Microsoft Copilot). These tools compile the data into a competitive scoreboard or market-share leaderboard for your specific niche.

Leading systems that deliver these leaderboards and share-of-voice metrics include:

• Profound : A high-end enterprise platform ($399–$5,000+/month) that treats prompt volume like traditional keyword research, providing deep competitive tracking, share-of-voice, and analytics for AI search.
• Peec AI : A platform (€89–€499/month) that tracks brand visibility, sentiment, and how your brand stacks up against competitors across conversational engines.
• Otterly.AI : A more accessible tool ($29–$489/month) that monitors citations and brand standing across major AI search platforms.
• LLMrefs : A dedicated generative AI search analytics tracker that scores prompt-based brand mentions, citation sources, and fan-out queries.
• Authoritas : Uses a data-science approach to map out AI visibility and contrast branded vs. unbranded query flows to show market share shifts.
• Semrush AI Visibility Toolkit : Bundled into broader enterprise marketing suites, allowing traditional SEO setups to track AI engine presence.

These tools typically evaluate your mention rate (how often you're named), citation rate (how often you're linked as a source), sentiment (how the AI describes you), and overall share of voice against your competitors.

If you'd like to narrow this down, let me know:

• Your approximate budget (self-serve vs. enterprise)
• Which LLMs matter most to your audience (e.g., Perplexity vs. ChatGPT)

I can recommend the exact platform that fits your workflow.

If you mean a system that gives you a leaderboard of brands ranked by how often they’re mentioned in LLM answers within a niche/category, the closest matches are:

• tryprofound.com — probably the most direct fit. It provides industry AI Search leaderboards showing which brands are winning across categories, based on large-scale prompt data. It includes metrics like mention position, topic clusters, LLM comparisons, and co-mention analysis.
• ahrefs.com — useful if you want AI visibility benchmarking plus SEO context. It tracks brand mentions/citations in AI answers and provides AI share-of-voice comparisons.
• traqer.ai — more focused on tracking your own topics and seeing which brands dominate specific LLM prompt areas, including topic leaderboards.
• getmentions.ai — tracks brand mentions, competitor gaps, citations, and visibility across multiple AI platforms.

For a niche/category leaderboard (“Who are the top brands being recommended by ChatGPT/Perplexity/Gemini in my market?”) I’d start with Profound Index.

For a private dashboard where you define your own competitors and prompts, tools like Ahrefs Brand Radar, Traqer, or GetMentions are often a better fit.

If you tell me your niche (e.g., SaaS, skincare, finance, legal, travel), I can suggest which one is likely to have the best coverage.

Several dedicated Answer Engine Optimization (AEO) and AI visibility platforms now deliver competitive brand leaderboards, "share of voice" metrics, and mention tracking across major LLMs (such as ChatGPT, Perplexity, Claude, Gemini, and Microsoft Copilot).

Top platforms that build these niche leaderboards and visibility rankings include:

• Profound (Profound Strategy Overview ) — An enterprise-grade AI visibility platform tracking brand mentions, citation frequency, and competitor share of voice across over 10 major AI engines. It is designed specifically for governance, PR, and measuring exact brand standing in AI responses.
• Authoritas (Authoritas Analysis ) — Known for data-science-driven AI visibility, it maps out the interplay between standard search and AI Overviews, offering deep flows analyzing navigational vs. informational category searches.
• Otterly.AI (Otterly.AI Platform ) — A specialized tool focused on monitoring brand citations, sentiment, and tracking how frequently and favorably a brand is recommended by generative AI engines compared to competitors.
• Arvos ARV — Features dedicated LLM rank tracking that lets you input bulk niche prompts to monitor mention rankings, visibility shifts, and sentiment over time.
• Infraity — Provides localized AI visibility and AEO dashboards that establish topic clusters and evaluate your AI share of voice against relevant market competitors.

To help narrow down which system fits best, let me know:

• Are you looking for an enterprise solution or a self-serve tool?
• Which specific LLMs or AI search engines (e.g., ChatGPT, Perplexity, Google AI Overviews) matter most for your niche?

If you mean a system that actually ranks brands against each other for how often LLMs mention/recommend them in a specific niche, there are several good options:

• ai-visibility-index.semrush.com — probably the closest match to a literal brand leaderboard. It has leaderboards filtered by industry, date, and AI platform, based on LLM-generated answers.
• traqer.ai — better if you want to build a niche-specific competitive leaderboard yourself. It shows which brands dominate each topic and which prompts produce mentions.
• getmentioned.co — tracks fixed prompts daily and ranks brands by mention frequency and position, with filtering by model, market, language, and topic.
• rank.ai — particularly useful for a defined set of buyer prompts; it calculates share of voice against competitors and shows who takes your position when you're absent.
• helloranked.com — if you want a public leaderboard rather than a private monitoring dashboard. It publishes monthly rankings by AI share of voice and industry.

My pick

If your requirement is specifically “Give me the leaderboard of brands being mentioned by ChatGPT/Claude/Gemini/etc. in my niche”, I'd start with Semrush AI Visibility Index for an existing industry-level leaderboard, or Traqer/GetMentioned if you need to define your own niche and prompt set.

If you tell me your niche/category, I can also identify which system is best for it and show you what the current leaderboard looks like.

If you mean a system that actually produces a ranked leaderboard of brands based on how often LLMs mention/recommend them in a specific niche, a few stand out:

• tryprofound.com — probably the closest match. It publishes industry leaderboards ranking brands by AI-search visibility, using real user prompts, with co-mention and mention-position analysis.
• getmentioned.co — particularly good if you want a live competitive leaderboard: visibility %, average position, mentions, and topic-level leaders across LLMs.
• traqer.ai — explicitly has a Topic Leaderboard showing which brands dominate individual topics/niches, plus the prompts and URLs driving those results.
• ai-visibility-index.semrush.com — has a brand leaderboard filterable by industry, AI platform, and date, based on a very large prompt dataset.
• gumshoe.ai — useful if your definition of "mentions" includes simulated buyer-persona conversations; it ranks brands by visibility across 11 AI models and lets you compare competitors.

My pick: If you want “Who are the top brands LLMs recommend in my particular niche, and where do I rank?”, I'd start with Profound or Traqer. Profound is stronger for broad industry benchmarking; Traqer is especially interesting for topic-by-topic leaderboards.

If you tell me your niche, I can also identify which of these can produce the most useful leaderboard for it and what metrics I'd use.

Several Generative Engine Optimization (GEO ) and AI brand monitoring platforms deliver brand leaderboards and visibility scores for LLM mentions in specific niches . These systems use custom prompt research or topic clusters to track which brands are most frequently recommended or cited by models like ChatGPT, Perplexity, and Google AI Overviews.

Top Systems for LLM Brand Leaderboards

• Semrush AI Mode Tracker / Prompt Research : Lets you enter any niche topic to view a brands tab showing which companies AI systems most frequently include and rank in answers for that category.
• Profound AI : Provides advanced prompt and citation analytics, helping enterprise and content-driven brands analyze LLM behavior and competitive ranking.
• Signal AI (AI Citations) : Offers a dedicated dashboard tracking a Brand Visibility Score alongside top cited publishers and focal mentions compared to competitors.
• Rank Math AI Visibility : Monitors brand mentions, sentiment scores, and global AI visibility scorecards across platforms like ChatGPT and Perplexity.
• Search Atlas (LLM Visibility) : Features a Topics & Queries dashboard that tracks share of voice against specific competitors and uncovers prompts triggering brand citations.

If you want to narrow down the right system, tell me:

• Are you looking for a free/budget tool or an enterprise solution?
• Do you primarily use an existing SEO suite like Semrush or Ahrefs?

I can help you pick the best platform for your workflow.

A new class of Generative Engine Optimization (GEO) and AI visibility platforms delivers brand leaderboards, share-of-voice tracking, and mention analytics across major LLMs (such as ChatGPT, Claude, Gemini, and Perplexity).

Top platforms that build competitive brand leaderboards and visibility scorecards for specific niches include:

• LLMrefs — Ranks brands against each other using share of voice and positioning metrics across multiple countries and languages.
• Profound — Offers a comprehensive "god-view" dashboard that benchmarks brand presence and competitor leaderboards tailored for agencies and brand teams.
• Arvow's LLM Rank Tracker — Monitors brand visibility, positioning changes, and sentiment across multiple LLMs for customized prompt libraries.
• Search Atlas LLM Visibility — Measures brand mentions, real-time sentiment shifts, and share of voice across AI chatbot and search answers.
• Otterly.ai — Delivers streamlined brand visibility and sentiment tracking ideal for smaller businesses and PR teams.
• Semrush AI Visibility Toolkit — Integrates traditional SEO metrics with a dedicated AI visibility module for unified competitive benchmarking.

If you'd like, tell me:

• Your specific niche or industry (e.g., B2B SaaS, e-commerce, local service)
• Which AI platforms you care about most (ChatGPT, Google AI Overviews, Perplexity, etc.)

I can recommend which platform fits your budget and reporting needs.

If you mean a system that gives you a leaderboard of brands by how often LLMs mention them within a specific category/niche, the closest match is Profound Index.

• Profound Index — a free, public leaderboard ranking brands by their frequency of appearance in AI Search within categories. It uses real user prompts, updates weekly, and includes co-mentions, mention position, and topic clusters. This is probably the most literal match for “brand leaderboard for LLM mentions in my niche.”
• Semrush AI Visibility Index — broader industry benchmarking. It has top-20 brand leaderboards filterable by industry, date, and AI platform, based on 126M+ real US AI prompts.
• Ahrefs Brand Radar — better if you want to track your own brand and competitors continuously, including custom prompts and visibility across ChatGPT, Gemini, Perplexity, Copilot, AI Overviews, etc.
• LLM Track — explicitly provides daily category leaderboards, probing ChatGPT, Claude, Gemini and Google AI Overview and ranking brands based on mentions.

My pick: If your key requirement is “Who are the brands winning AI/LLM mentions in my niche?”, start with Profound Index. If you want an ongoing monitoring/optimization system for your own brand, Ahrefs Brand Radar is more comprehensive.

If you tell me your niche/category, I can identify which of these has the most relevant leaderboard and show you the current leaders.

If you mean a system that ranks brands in your niche by how often they’re mentioned/recommended by LLMs, the clearest match is Profound Index. It’s a free public leaderboard that ranks brands within categories based on their visibility in AI Search, updated weekly, and includes co-mentions and mention-position analysis.

A few alternatives:

• Profound Index — best fit for a ready-made industry leaderboard.
• TrustGeo — specifically presents itself as an “AI visibility leaderboard,” scoring brands on mention frequency, ranking position, sentiment, and source quality across ChatGPT, Perplexity, and Google AI Overview.
• RankScope — better if you want to build your own competitive leaderboard, with share of voice, mention rate, average ranking, and sentiment across multiple AI engines.
• RankSmith — tracks competitor mentions, positions, share of voice, and sentiment and can automatically surface new rivals.
• Cloro — useful if you want a transparent, reproducible weekly leaderboard; it publishes its methodology and snapshots.

My pick: If your goal is simply “Who are the top brands being mentioned by LLMs in my category?”, start with Profound Index. If you want to monitor your own niche continuously and benchmark competitors, use a dedicated tracker such as RankScope or RankSmith.

Several specialized Generative Engine Optimization (GEO) and AI visibility platforms deliver competitive brand leaderboards tracking LLM mentions, citations, and share of voice . Prominent systems providing industry-specific or custom brand leaderboards include:

• Gumshoe : Tracks how 11 major AI models (including OpenAI, Gemini, Claude, and Perplexity) discuss your brand across specific buyer personas, featuring a dedicated Brand Leaderboard allowing side-by-side tracking of up to 30 competitors.
• Semrush AI Visibility Index : Enterprise-grade tool that lets you filter pre-calculated industry benchmarks and brand leaderboards by vertical and AI platform to evaluate mention and citation distribution.
• Keywords Everywhere AI Visibility Leaderboards : Publishes public and custom categorical indices (such as for SaaS, cloud gaming, and trading apps) ranking brands via an AI Visibility Score based on mention frequency and model consensus.
• GEOflux : Offers specific ChatGPT and Perplexity visibility trackers featuring real-time brand leaderboards detailing mention volume, rank position, and sentiment.

Key Metrics Tracked on AI Leaderboards

• Mention Frequency / Share of Voice: The raw percentage of times your brand is spoken about or recommended out of total industry queries.
• Positional Authority (Rank): Where your brand falls within a generated list or synthesis (e.g., first recommendation versus a deep footnote).
• Sentiment Score: Qualitative tracking of whether the model frames your brand positively, neutrally, or negatively based on training context and web consensus.
• Top Cited Publishers: Leaderboards of third-party domains (like Reddit, LinkedIn, or specific news sites) that LLMs lean on to construct narratives about your niche.

If you share your specific industry or niche , I can help you find out if a pre-built public leaderboard already exists or guide you on how to set up custom tracking prompts for your brand.