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 lookup

Version 7 exposes a compact lookup of the exact L0 recommendation corpus: 11,200 scenarios across 14 use cases, five budgets, five traffic bands, four proxy types and eight geographies. The browser does not recompute provider ranking.

Recommendation rows11,200Exact frozen baseline corpus.
Direct evaluations324,800Verified isolation corpus; 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.

Corrections

Providers and users can submit primary-source corrections to contact@proxyclarity.com. Corrections are reviewed as evidence updates, not ranking requests.

Canonical Public Preview

Use the data.