| 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
- Read
references/measurement-method.md and verify collection permission.
- Prepare a protocol
1.0.0 engine observation bundle from manual export, approved API, or recorded fixture.
- Run
python3 scripts/run_measure.py --input <bundle.json> --output <runs-root>.
- Inspect
visibility-report.json, quality-report.json, and run-lineage.json; surface every gap and collection limitation.
- 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.
