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Score integrity

How the AEO score is measured.

Every score comes from real prompts run against real answer engines, parsed by a versioned, deterministic scoring configuration. Payment plays no part anywhere in this process.

Recommendation presence

30%

How often leading answer engines recommend your company for relevant buyer questions.

Recommendation position

20%

Where you land among competitors when you are recommended.

Citation share

15%

How often your own domain is cited as a source, versus third parties.

Competitive share of voice

15%

Your presence relative to named competitors across the same prompt set.

Narrative and entity accuracy

10%

Whether models describe your product, category and claims correctly.

Content and citation readiness

10%

Whether your public content gives models enough to cite confidently.

Confidence

Confidence is reported separately from the score itself, and reflects how many prompts and engines produced eligible observations. A low sample never lowers the score — it lowers confidence in that score.

What can never affect this score

No purchase, contribution, supporter placement or founder number is readable by the scoring pipeline. The database roles enforcing scoring have no grant on billing data at all.