{"citations":{"source_mix":{"company_owned":25,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":10},"total_sources":33,"unique_domain_count":10},"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":["google","openai"],"predicate":"final_consensus_rank","qualifier":"hardwood floor refinishing","subject":"Bona Certified Craftsman","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Bona Certified Craftsman","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":"Bona Certified Craftsman","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Bona Certified Craftsman","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Bona Certified Craftsman","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Bona Certified Craftsman","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/hardwood-floor-refinishing/bona-certified-craftsman.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/hardwood-floor-refinishing/bona-certified-craftsman","report_type":"fit_review","study_id":"HICI-STUDY-550EE631C2C4","title":"Bona Certified Craftsman 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 13:23:27.696031+00","research_date":"2026-10-02","source_snapshot_sha256":"f5d42300e02b7fbf5599cbdc52490f1d6f70bbe2cfbc1dfdf74a5cf1624d344c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":9,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Bona Certified Craftsman is a good fit for a homeowner with sound but worn hardwood boards who wants them sanded and refinished rather than replaced, provided the buyer vets the individual local contractor. Two of seven platforms named Bona Certified Craftsman during the ranking stage, and six of seven platforms rated the fit good or strong. The strongest reason to consider it is the program's dust-containment requirement plus Bona's professional waterborne finish system, including Bona Traffic HD. The main limitation is that Bona Certified Craftsman is a certification network, not a single…","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"}}