{"citations":{"source_mix":{"company_owned":17,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":5},"total_sources":28,"unique_domain_count":8},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Hardwood Floor Refinishing and Sanding Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"hardwood floor refinishing","subject":"Monteros Hardwood Flooring","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Monteros Hardwood Flooring","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Monteros Hardwood Flooring","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Monteros Hardwood Flooring","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Monteros Hardwood Flooring","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Monteros Hardwood Flooring","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/hardwood-floor-refinishing/monteros-hardwood-flooring.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/hardwood-floor-refinishing/monteros-hardwood-flooring","report_type":"fit_review","study_id":"HICI-STUDY-731CA37F488B","title":"Monteros Hardwood Flooring Review for hardwood floor refinishing"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-10-02 13:21:17.818226+00","research_date":"2026-10-02","source_snapshot_sha256":"8d6a9fec0e5024be1ca9733e6ed5b8c682635d6a0fc651a7f50253c6f575d191","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":9,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Monteros Hardwood Flooring is a good fit for a homeowner in Southern California's Inland Empire who wants sound but worn hardwood sanded and refinished rather than replaced. Two of seven platforms named it during the ranking stage, at an average listed rank of 4.0. Its strongest reason to consider it is an explicit refinishing service built around dust-contained sanding, custom stain matching, and written itemized quotes held for 30 days. The main limitation is unresolved warranty coverage: the company advertises a lifetime workmanship guarantee on installations, while a third-party listing…","target_buyer":"A homeowner with sound but worn boards who wants them sanded and refinished rather than replaced.","topic":{"base_category":"Flooring Installation","category_criteria":["dust containment","sanding and stain expertise","finish cure and durability","material range and quality","subfloor preparation","installation craftsmanship","lead time","price transparency","wear and finish warranty","customer review strength"],"geography":"United States","slug":"best-hardwood-floor-refinishing-and-sanding-companies","title":"Best Hardwood Floor Refinishing and Sanding Companies","use_case":"hardwood floor refinishing"}}