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Visibility dogfood data pack

Aggregates on the public article update from daily engine checks. The full evidence pack is available to genuine researchers and independent analysts on request — not published as an open dump.

Packs released: 0 (approved download tokens; revoked tokens are not counted).

Page last updated .

Public

  • Live aggregate rates and counts on the article
  • Methodology and limitations prose
  • Published studies under /research

On request (this pack)

This pack is the full observation ledger, the query list, and the protocol notes — after a logged request, not as an open dump.

  • Full branded + generic / goal query list
  • Observation ledger: date, engine, query, cited or miss, and the cited URL when we have one
  • Prompt templates / observation protocol notes
  • Daily or weekly aggregate snapshots for trend inspection
  • Scoring rubric detail beyond the high-level eight dimensions
  • README: formats, field definitions, known limitations

Access process

  • Submit the form below (work email + short purpose)
  • Light review — research / independent analyst requests preferred
  • We log every request
  • We aim to respond within 48 hours
  • After approval you receive a private download link (90-day token) for an auto-generated zip — not an open dump