--- title: "How Do I Compare My AI Visibility Against Competitors?" description: "Comparing AI visibility to competitors takes more than one lucky ChatGPT answer. Here is how to measure Share of Voice, position and sentiment gaps properly." canonical: https://trackbase.ai/blog/how-do-i-compare-ai-visibility-against-competitors markdown: https://content.trackbase.ai/blog/how-do-i-compare-ai-visibility-against-competitors.md language: en alternate_language: nl-NL alternate: https://trackbase.ai/nl/blog/how-do-i-compare-ai-visibility-against-competitors alternate_markdown: https://content.trackbase.ai/nl/blog/how-do-i-compare-ai-visibility-against-competitors.md date_published: 2026-09-08 date_modified: 2026-09-08 author: "Bodrik Bakker" author_url: https://trackbase.ai/blog/author/bodrik-bakker publisher: Trackbase publisher_url: https://trackbase.ai category: "AI Visibility" image: https://framerusercontent.com/images/PtTAB670i9NnUPJUmQBi1JXgUM.webp word_count: 797 reading_time_minutes: 4 --- # How Do I Compare My AI Visibility Against Competitors? > Comparing AI visibility to competitors takes more than one lucky ChatGPT answer. Here is how to measure Share of Voice, position and sentiment gaps properly. *By Bodrik Bakker · Published 2026-09-08 · Updated 2026-09-08 · Original article: https://trackbase.ai/blog/how-do-i-compare-ai-visibility-against-competitors* You already know your competitors exist. What you probably do not know is which of them AI models quietly favor every time a buyer asks a category question instead of your brand name. **That gap only becomes visible once you measure it side by side, not one brand at a time.** ## Why can't you just compare rankings like in SEO? **AI visibility has no fixed ranking to screenshot, because every answer is generated fresh and can differ from the last run.** [Traditional SEO](https://trackbase.ai/blog/ai-visibility-vs-seo) gives you a stable position 1 through 10 on a results page. AI search instead synthesizes an answer from dozens of sources, and whether you or a competitor gets named depends on the prompt wording, the model, and the sources that happen to be freshest that week. That means a real competitor comparison is not a single check, it is a repeated measurement across a shared set of prompts, run on the same schedule for every brand you track. ## What should you actually measure against competitors? **Four numbers tell you almost everything:** [**Visibility Score**](https://trackbase.ai/blog/how-trackbase-calculates-your-visibility-score-and-why-its-different)**, Share of Voice, average position, and sentiment.** - **Visibility Score**: how consistently and prominently your brand shows up across your tracked prompts and models. - **Share of Voice**: your mentions as a percentage of all brand mentions in the category, competitors included. - **Average position**: when you are named, are you first in the list or buried at the bottom? - **Sentiment**: is the model calling you the premium option, or quietly filing you under "budget alternative" while praising a rival? Tracking only whether you appear and ignoring these four numbers hides the real story. A brand can have decent presence and still be losing, if every mention ranks it last and every comparison favors someone else. ## How do you find where competitors are winning and you are not? **Run identical prompts for your brand and every competitor, then sort the results by the size of the gap.** The prompts where a competitor appears in nearly every run and you appear in almost none are your highest-priority targets, because they represent lost demand that is already flowing somewhere. For each losing prompt, open the actual responses and note two things: which sources the model cited for the competitor, and what it says about you when it does mention you. This turns a vague sense of "we are behind" into a concrete, prioritized list of content and citation gaps, similar to the process in our [content gap analysis guide](https://trackbase.ai/blog/ai-visibility-content-gap-analysis). ## What does citation overlap tell you that visibility alone does not? **The sources a model cites when it favors a competitor are usually the same sources it will trust for you, once you appear there too.** If ChatGPT consistently pulls from a specific G2 comparison page, a review round-up, or a Reddit thread when recommending a rival, that page is your next target for a review, a mention, or a correction. This is why comparing raw mention counts between brands is misleading on its own. Two brands can have similar mention volume while one is sourced from high-trust editorial coverage and the other from a single forgettable directory listing. Weight the comparison by where the [citations](https://trackbase.ai/blog/mentions-vs-citations-why-both-matter-for-your-ai-visibility) come from, not just how many there are. ## How often should you refresh the comparison? **Weekly is frequent enough to catch real shifts, since AI training data and live sources both update on a rolling basis.** A one-off audit gives you a snapshot, but competitor positioning moves as new reviews, press coverage, and content get published and indexed by these models. Set a fixed prompt library, rerun it on the same schedule for your brand and your top three to five competitors, and track the deltas rather than the absolute numbers. A competitor's Visibility Score climbing five points in a month while yours stays flat is the earliest warning you will get, well before it shows up in your pipeline. ## How do you act on the comparison instead of just watching it? **Turn every measured gap into one specific action: a page to publish, a review to request, or a source to correct.** Comparing yourself to competitors is only useful if it produces a prioritized to-do list, not a dashboard you check and forget. This is exactly the loop [Trackbase](https://trackbase.ai/blog/why-brands-choose-trackbase-over-other-ai-visibility-tools) is built around: it tracks your brand and your named competitors across 11 AI models, calculates Share of Voice and Visibility Score for each, and turns the biggest measured gaps into a prioritized, impact-scored [action list](https://trackbase.ai/features/actions) instead of a static report. See our guide on [how to measure AI Share of Voice](https://trackbase.ai/blog/how-to-measure-ai-share-of-voice) if you want the formula behind the number. ## Ready to win in AI search? Join the brands already tracking their visibility across ChatGPT, Gemini, Claude and beyond. [Start your free trial](https://app.trackbase.ai/register) today. --- **About Trackbase.** Trackbase is a Dutch AI visibility platform that measures every day how ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews and other AI models talk about your brand, and turns that into a Visibility Score, Share of Voice and prioritized actions. More at https://trackbase.ai · Glossary: https://trackbase.ai/glossary · This article in Dutch: https://trackbase.ai/nl/blog/how-do-i-compare-ai-visibility-against-competitors