seo-geolisted

# SEO GEO Produce an evidence-linked GEO Optimization Brief from immutable inputs. Audit generative-engine entity, source, and citation readiness; do not implement remedies or predict placement. ## Required inputs - Require a contract-valid `research-pack.json` from `ai-search-research`. - Require hash-pinned target metadata and captures. For web targets, use only the metadata-supplied URL. - Require dated raw observations for any claim about an engine answer, mention, citation, or cited source. Record missing or inaccessible observations as limitations. - Read [geo-audit-protocol.md](references/geo-audit-protocol.md) before classifying a finding or recommendation. ## Procedure 1. Validate the complete Research Pack contract and semantic provenance: identity, version, hash, stable-ID uniqueness, raw references, locales, queries, entity integrity, evidence, observations, ground truth, freshness, and gaps. 2. Validate each target metadata file, metadata hash, capture hash, target URL, locale, capture time, and chronology. 3. Audit only these GEO dimensions: - `entity_consistency`: names, aliases, attributes, disambiguation, and target/source agreement; - `evidence_traceability`: material assertions resolve to current, scope-compatible evidence; - `citation_suitability`: supplied sources clearly support the relevant entity/fact without claiming an engine will select them; - `source_credibility`: supplied source identity, ownership, expertise, independence, updat