RESOURCES
Research notes
Practical reading on how AI systems discover, cite and act on business information.
BUILT FOR
Teams that want a measurable foundation for their brand's AI journey
BUSINESS OUTCOME
Turn your public site into a verified, source-backed business surface that machines can read.
DECISION CONFIDENCE
The first scan uses real public URLs; the score is neither a ranking nor a visibility guarantee.
Measure AI readiness
Start with the public surface you control: discoverability, readability, entity clarity, freshness and machine-usable paths.
Separate visibility from accuracy
Being mentioned, being cited and being factually correct are different observations. Each needs its own evidence and denominator.
Connect without surrendering control
MCP, OpenAPI and A2A expose the same canonical capability registry, while policy and entitlement remain server-side.