Manual self-assessment

AI Visibility Score Calculator

A directional exercise for rates you collected yourself. It is not a RecoProof metric: it makes no AI API call, measures nothing, and uses no benchmark or validated weights.

Enter six observed rates.

Use percentages from one clearly defined question set. Values are clamped between 0 and 100.

Self-assessment result

Calculate to see the weighted score, strongest inputs, weakest inputs, and a next-step recommendation.

Self-assessment formula

A manual exercise, not a RecoProof metric or a validated benchmark.

mention × 15% + recommendation × 30% + owned citations × 20% + third-party citations × 10% + inverse competitor presence × 10% + cross-model consistency × 15%

How to interpret it

The weights deliberately emphasize explicit recommendation and source evidence. They are a transparent diagnostic choice, not a scientific validation, market average, or substitute for retained answers.

RecoProof does not publish a composite score. Its public metrics are defined in the methodology, each with its source, sample and date.

Weights total 100%.

Limitations

Manual inputs cannot establish real AI visibility.

A useful measurement also needs the commercial question set, provider or interface, date, geography, language, repetitions, raw answers, citation URLs, entity matching, and confidence review. Use this calculator to structure a conversation—not to claim market performance.