Public methodology
Measurement should preserve uncertainty, not hide it.
FindMyLLC uses separate evidence, recommendation, execution, and verification records so an engineering success is not confused with an unproven visibility outcome.
01
Observe public evidence
The collector records public pages, retrieval controls, structured data, response headers, DNS, TLS, technology signals, and public entity links. Every fact keeps its source, timestamp, confidence, collection method, and contract version.
02
Observe AI answers
Analytical API batteries use six fixed prompts and three repetitions under one provider, model, search mode, geography, locale, and normalized scoring contract. Diagnostic runs are stored separately and cannot become an analytical baseline.
03
Review before change
Deterministic findings and agent recommendations retain distinct origins. A person reviews the recommendation and exact implementation plan before a customer can approve an allowlisted change.
04
Verify without overclaiming
After deployment, FindMyLLC checks the intended artifact and category-specific public predicate first. Later AI observations are reported separately; a change in an AI answer is not presented as proof of causation.
Two clocks, two questions
Technical verification runs in minutes or hours to prove that a collector, authorization, deployment, or monitor behaved correctly. Comparable AI-search batteries run over days or weeks to observe directional outcomes. Consumer-interface observations remain a separate series.
See the transparent FindMyLLC dogfood case study.