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ValiFit Constitutional Charter

Citation Density

The principle

Every page presents at least one citable federal source per major claim. No "ValiFit says" without "the federal source said."

The commitment

Every blurb generator (lib/seo/blurb.ts) returns a citations array alongside its prose. Every entity page renders both visible source attribution AND citation blocks inside the Schema.org JSON-LD. When a user reads "median home price $485,000," they can see Redfin cited beneath it. When an LLM ingests the page, it reads <CreativeWork> citation entries pointing to fbi.gov/ucr or hud.gov/fha. This isn't decoration — it's the difference between an AI Overview citing ValiFit and citing Wikipedia.

Why this matters

LLMs are now the discovery layer. They cite what they can verify. Pages without citations get cited as "according to one website"; pages with federal-source citations get cited as authoritative. This is the discovery edge that replaces ad spend.

How we enforce

Every blurb generator (4 active: property/town/school/hospital) populates citations array. Every entity page imports lib/seo/source-citation.ts. Every page emits citation blocks in JSON-LD via lib/seo/json-ld.ts citationBlock(). Phase 1.E+ atomic-answer Q&A pairs include citationKey on data-derived answers.

lib/seo/source-citation.tsPublic verification

Aligns with

  • SEC Reg FD (analogue: information equality)
  • FTC Endorsement Guides

Last reviewed and affirmed: 2026-05-08. The charter is versioned with the codebase — a Git history of changes to lib/charters.ts serves as the audit log.

Other charters

Source SovereigntyEvery score, ranking, and number on ValiFit traces to a federal or authoritative open-data source we can cite by URL.FHA-Safe MethodologyNo protected class — race, ethnicity, religion, national origin, sex, familial status, disability — is a factor in any score, recommendation, or routing decision.Algorithmic TransparencyEvery scoring formula is public, every weight is documented, every methodology is reproducible from federal data.Public Bias Audit (Stream-Only)Every quarter, ValiFit runs the same statistical bias audit any regulator would run — composite scores correlated against Census ACS protected-class indicators — but we never store the protected-class data. We pull it fresh from the public Census API at audit time, compute correlations in memory, persist only the result matrix, and discard the raw data.Lead-Routing NeutralityNo agent receives better leads, higher fit scores, or preferential placement because they paid more. Routing is determined exclusively by Agent Quality Score (AQS).
All charters