john mingam.
The Method

p.03 · Astronaut · astronaut.plus

Tool · Entity Confidence Score

Astronaut

Measure the confidence machines place in your entity. Live, in numbers, no interpretation.

94Entity Confidence

A score does not lie. Astronaut reads your entity the way Google and generative AIs read it, and returns a number. Not an agency's opinion. A measurement.

Entity Confidence94

The strength of your entity in the eyes of the Knowledge Graph. Coherence, verification, structure. The foundational score.

AI Visibility88

Your presence in answers generated by ChatGPT, Perplexity, Gemini. Being cited, not just indexed.

Universal Confidence91

The coherence of your identity across the whole web: site, social, third-party mentions, Wikidata. One truth, everywhere.

Fallback scores shown, live update unavailable.

Why it matters

Keyword ranking is dying. Search becomes conversation, and a generative AI shows only a handful of sources per answer. Without a high confidence score, you do not exist in that conversation. Astronaut does not predict this future. It already measures it.

Proof

johnmingam.com displays its own score, live. Verified entity. Wikidata Q127330925. Google Knowledge Panel obtained without Wikipedia. This is not a demo. It is the product speaking for itself.

Open Astronaut