AI visibility (GEO)
AI Answer Variability Across Runs (Jaccard)
Paste repeated answers to one question and see how much the set of brands named changes from run to run.
Runs in your browser; nothing is uploaded. · Free, no account · 4 min
Importing a saved run into your account is coming soon. Until then, your last runs stay in this browser only, and you can download your files.
How to use
- Paste the answers from repeated runs of one question, separated by a line of three dashes (---).
- Enter the brands to look for, with other spellings after a vertical bar.
- Read the overlap matrix: each cell is the Jaccard score of two runs, from 0 (no brand in common) to 1 (the same brands).
- See which brands appear in every run and which appear once.
What it checks and how it works
For each pair of runs the tool takes the set of brands named in each and computes the Jaccard index: the number of brands in both runs divided by the number in either. A score of 1 means the two runs named the same brands; 0 means they share none. The mean, the lowest and the highest pair summarise the whole set, up to 12 runs.
The index looks only at which brands appeared, not at their order, wording or sentiment. Two runs that name no brand at all have no defined score and are left out of the mean. A low overlap on a few runs is a reason to run more, not a finding about an assistant. The result describes the pasted runs only.
Sources
- Wikipedia: Jaccard index opened 29 Oct 2026
- Zaher.AI: GEO Analysis (how Zaher builds and scores its question sets) Zaher's own framework, not an industry standard.
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Questions
About this tool
There is no universal threshold. Compare your own questions with one another: a question whose runs keep naming the same brands is stable, and one whose brands change each time is a lottery for anyone hoping to be listed.
AI assistants generate answers with some randomness, and what they retrieve can change between runs. That is why Zaher repeats each question and reports a range rather than a single answer.
Three is the least that shows a pattern, and five to ten gives a steadier picture. The tool reads up to 12. Use the census sample-size calculator when you need to plan the number of answers.
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