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What is share of model in AI search?

Share of model is your brand's slice of the AI answers for your category, measured across engines like ChatGPT, Gemini, and Perplexity. Here is what it means and how it is calculated.

The short answer

Share of model is your brand’s portion of the AI-generated answers for your category, measured across engines like ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews. It is the AI-search answer to share of voice: when you run a defined set of category prompts, share of model is the percentage of those answers that mention or cite you compared with the competitors that appear alongside you. A high citation rate tells you how often you show up; share of model tells you how much of the conversation you own versus rivals.

Why it is read per engine

Each engine retrieves and trusts sources differently, so your share of model can be strong in one and weak in another. You might own a large slice of Perplexity answers while barely appearing in Gemini, usually because the engines reach different pages and weigh authority in their own way. Blending everything into one number hides that, so share of model is most useful broken out per engine, where it points you at the specific surface that needs work.

How it is calculated

Run a fixed set of category prompts against each engine, then for every answer record which brands are mentioned or cited. Across the whole set, your share of model is your count of appearances divided by the total brand appearances for that engine. Tracking it on a schedule turns it into a trend, so you can see whether a content push moved you ahead of a competitor or whether a rival is gaining ground.

See competitor AI visibility for how share of model is reported against your rivals, or AI citation tracking for the full picture. To get your baseline, run the free AI visibility scan.

Frequently asked questions

How is share of model different from citation rate?

Citation rate is how often you appear across your prompt set, measured against yourself. Share of model is relative: it is your slice of the answers compared with the competitors who also appear. You can have a solid citation rate and still a small share of model if rivals are cited even more often, which is why the two are read together.

Is share of model the same as share of voice?

It is the AI-search version of the idea. Share of voice came from measuring brand presence across traditional media and search. Share of model applies the same relative logic to AI answers: instead of counting ad impressions or blue-link positions, it counts how much of the engine-generated answer space your brand occupies versus competitors.

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