Methodology

Decision first.
Evidence second.

01

Start with the job

Recommendations begin with an explicit scenario. Provider popularity is not the starting point.

02

Separate evidence classes

Provider claims, pricing, verification, community signals and ProxyClarity technical measurements are not interchangeable.

03

Unknown is not zero

Missing evidence remains unknown. It is not silently converted into a failing score.

The public Decision Center is a frozen GEO25 lookup

The public Decision Center exposes 35,000 validated scenarios across 25 geographies, built from the frozen L0 baseline plus the validated GEO25 extension. The browser reads stored scenario rows and does not recompute provider ranking.

Public scenario rows35,000Validated GEO25 public scenario corpus.
L0 direct evaluations324,800Original baseline isolation corpus; direct-score data is not shipped to the browser.
Provider traffic0No live provider request is made by the public Decision Center.

Technical measurements are PRE-TEST

Until ProxyClarity runs its own live technical benchmarks, Technical Score remains unavailable and carries no ranking weight. Independent benchmarks do not become ProxyClarity Technical Score.

Technical ScorePRE-TESTStored as null in the validated corpus.
Technical weight0Does not affect recommendation output.
Unknown valuesUNKNOWNNever silently converted to zero.

Evidence coverage is not provider quality

Provider pages show source-backed, captured-but-unprovenanced, ambiguous and unknown fields. Those statuses describe evidence integrity. They are not a global ranking.

Pricing must be source-backed

Pricing is displayed from the canonical normalized model only when it has an acceptable public citation. ProxyClarity does not invent missing bulk tiers or extrapolate beyond stored tiers. If a canonical record contains a placeholder/manual citation, the public page holds that citation for review instead of presenting it as a valid source.

Verification and deals do not buy ranking position

Provider verification has Match Score weight 0. Deals have weight 0. Community discovery and qualitative review intelligence are kept distinct from ProxyClarity technical measurement.

Freshness stays visible

Evidence can age. A stale or review-due label is a research-integrity signal and does not automatically subtract ranking points.

Decision receipts export the stored answer, not a new score

A Decision Receipt packages the exact scenario key, stored winner metrics, alternatives, inspected sensitivity changes and integrity boundaries into a shareable brief or JSON file. It does not recompute ranking, contact providers, or submit the decision to a ProxyClarity backend.

Corrections

Providers and users can submit primary-source corrections to [email protected]. Corrections are reviewed as evidence updates, not ranking requests.

Canonical Public Preview

Use the data.