geo-measure

name	geo-measure
description	Measure GEO visibility from an approved, file-backed engine observation bundle. Use for AI answer mention rate, source inclusion, citation share, query-panel coverage, GEO monitoring, 监测 AI 可见度, 衡量 GEO 效果, and offline baseline comparison. Exclude live scraping, platform login, automated collection, and unsupported causal claims.

GEO Measure

Workflow

1. Read references/measurement-method.md and verify collection permission.
2. Prepare a protocol 1.0.0 engine observation bundle from manual export, approved API, or recorded fixture.
3. Run python3 scripts/run_measure.py --input <bundle.json> --output <runs-root>.
4. Inspect visibility-report.json, quality-report.json, and run-lineage.json; surface every gap and collection limitation.
5. Deliver the Artifact Bus run directory as the output contract.

Output contract

Produce the input snapshot, visibility-report.json, quality-report.json, run-lineage.json, and run-manifest.json. Preserve query-level components, per-engine metrics, numerators, denominators, missing counts, panel version, and semantic digest.

Boundaries

Measurement is offline and file-backed. It never logs in, scrapes consumer AI pages, bypasses access controls, or turns recorded fixtures into live-effect evidence. Read references/output-contract.md before making a comparison claim.