Methodology · Version 1 in development

A measure should be
possible to question.

Our methodology will be public, versioned, and specific about what each finding can—and cannot—support.

Method before ranking

We publish the rules before we publish the winners.

The Ground Truth Index measures observable properties of local business information. It does not measure business quality, customer satisfaction, or the value of a business to its community.

The first release will document its sample, observation dates, source types, field definitions, exclusions, weighting, uncertainty, and scoring version. Material changes will create a new methodology version rather than silently rewriting earlier results.

Five dimensions

01

Completeness

How much useful business information is present across the sources customers and machines depend on.

02

Freshness

How recently essential facts were checked, updated, or verified against current business reality.

03

Consistency

How closely names, locations, contact details, categories, and other facts agree across platforms.

04

AI visibility

How clearly a business can be discovered, understood, and represented by AI and search systems.

05

Verification

Which facts are evidence-backed, which are public-source observations, and which remain inferred.

Evidence labels

Verified, observed, and inferred are not interchangeable.

Verified

Evidence-backed information supplied or checked through Ground Truth Verified and recorded with a verification date.

Observed

Information found in a named public source at a documented time, but not independently verified on site.

Inferred

A conservative classification or description derived from available evidence and visibly labeled as an inference.

Publication safeguards

No false precision.

  • Publish sample size and coverage boundaries beside findings.
  • Suppress rankings when peer groups are too small or uneven.
  • Separate missing information from confirmed absence.
  • Record measurement dates and scoring versions.
  • Provide a correction route before the first data release.
  • Disclose the relationship among BVR360°, GTI, and GTV.

Next detail

See what can enter the Index.

Review data sources