# Own the queries that decide your category. > When buyers ask an AI for the “best tool for X”, be the name it returns. Citeme turns your docs and content into cited sources and tracks your share of voice. [HTML version](https://www.citeme.io/solutions/saas) --- When buyers ask an AI “best tool for X”, be the name it returns. We turn your docs, comparisons and content into the sources engines cite, and track your share of voice against competitors. - Win category and comparison queries - Turn product content into citable answers - Track share of voice vs competitors ## In AI search there is one answer. It cites one to three sources. Where dozens of pages share the organic results, an AI answer typically cites one to three sources, so a competitor who is cited occupies a slot you cannot hold at the same time. Today, it's a competitor. Tomorrow, it could be you. ## Win the shortlist, engine by engine. ### Comparative queries, tracked Prompts are generated from your own site in three families: brand, comparative queries such as cheaper alternatives to a named rival, and problem or solution queries describing the need you answer. ### Product content, made citable An engine retrieves a block of text, not a URL, so every block has to answer on its own. We rewrite long pages that way and name your entities consistently. ### Citations, read and alerted Every answer is read three ways: mention detection through NLP, sentiment, and your ranking position. Lose first place on a query and an alert names the competitor that displaced you. ### Share of Model, per rival The share of AI answers naming each brand across a themed set of queries, per model, trended over 30, 60 and 90 days. A brand can dominate GPT and vanish on Claude. ### Authority engines can verify Brand Authority scores eight signals, from reviews to multi-platform presence. Declare your G2, Capterra, Crunchbase or GitHub profiles so the audit, and the engines, look at the right entity. ### Fixes as Pull Requests For pages that live in a repository, a GitHub token scoped to Contents and Pull Requests lets Citeme open a Pull Request with the JSON-LD and metadata it recommends, ready to review. ## Every comparison query, measured on ten engines. ### The prompts that decide your category Generated from your sitemap and sorted into brand, comparative and problem or solution families. Edit them under Configuration, Keywords, group them into topics, and each prompt runs on the ten engines, several times per model. ### Who eats your share, per engine For each rival: global Share of Model, Share of Model per model, the trend over 30, 60 and 90 days and the queries where they are cited first. A brand can dominate one engine and be absent from another. ### What they say that you do not Semantic gap analysis names the subjects, concepts and content types cited competitors cover and you do not, which is the actual reason they are cited and you are absent. The suggestion copilot consumes that list directly. ### Ask from Claude or Cursor Connect https://mcp.citeme.io/ once: in Claude as a connector with OAuth sign-in, in ChatGPT, Cursor or n8n with a Citeme CLI key. Fourteen tools appear on their own, and the answers come from your own audits. ## FAQ ### Can I compare my GEO score to competitors? Yes. Every audit runs on shared prompts, so competitors appear in the same AI answers you do. The GEO Podium shows who ranks first most consistently, Share of Model shows each player's share of all citations, and the dimension breakdown compares your structured data or content depth with theirs. You can also audit a competitor's URL exactly as you audit your own site. ### How many competitors can I track? The number of competitor domains tracked per project is capped, so pick the rivals you would actually defend a budget against. Each one is scored on the same prompts as your own brand, on the same engines and in the same region, so the comparison stays fair. ### How is GEO different from SEO? SEO optimizes for ranking in a list of blue links. GEO optimizes for being the source an AI actually cites or paraphrases inside a single generated answer: different signals, different content structure, and a different scoreboard. ### Do I have to fill in the Brand Authority configuration? No. The audit runs and scores without any input. The configuration sharpens the diagnosis where automatic detection is uncertain: founding year, size band, sector and public profiles such as Wikidata, LinkedIn, G2, Trustpilot, Capterra, Crunchbase or GitHub. It is worth doing when your name is shared with other companies or products. ### How is the MCP server different from the Citeme API? Same data, different consumer. The API is REST: you write code against it and handle auth, pagination and shapes yourself, which is right when you build a dashboard, a script or a product feature. The MCP server is for when the consumer is a model: it describes its own tools, so the assistant knows what to call and you never write a request. ## Related pages - [Competitive monitoring](https://www.citeme.io/features/competitive-monitoring): See who AI recommends instead of you - [Prompt tracking](https://www.citeme.io/features/prompt-tracking): Track the questions your buyers ask AI - [MCP](https://www.citeme.io/features/mcp): Your GEO data inside ChatGPT, Claude and Cursor - [Pricing](https://www.citeme.io/pricing): Plans and the done-for-you engagement