Research
AI-era discovery, measured on public signals
AIOInsights evaluates observable signals that influence AI-era discoverability. It does not guarantee or directly measure recommendations from individual AI platforms. Everything below shows the working.
Insights
Long-form research on how AI systems access, interpret, and represent businesses.
Public signal research
Real websites evaluated under the published rubric, on publicly observable signals only.
Daily research
One public-signal read, published daily, with the clearest observed opportunity.
Scoring changelog
Every change to the scoring engine, dated and versioned, in the open.
AIO lexicon
The vocabulary of AI-era discovery, defined precisely and sourced.
Methodology
What the score measures, how it is weighted, and what it deliberately does not claim.
Independent public-signal research. Not requested or endorsed by the business evaluated. Published research pages evaluate publicly accessible websites for editorial research. A report you run on your own business is private by default and never appears here unless you publish it yourself.