{"citations":{"source_mix":{"company_owned":20,"independent":26,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":11},"total_sources":46,"unique_domain_count":13},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Luxury Vinyl Plank Flooring Brands and Installers","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","perplexity"],"predicate":"final_consensus_rank","qualifier":"luxury vinyl plank flooring","subject":"Mannington","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Mannington","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Mannington","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Mannington","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Mannington","platform_mentions":3,"platform_share":0.5}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/luxury-vinyl-plank-flooring/mannington.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/luxury-vinyl-plank-flooring/mannington","report_type":"fit_review","study_id":"HICI-STUDY-366758474F14","title":"Mannington Review for luxury vinyl plank flooring"},"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.","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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["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 09:51:14.600946+00","research_date":"2026-10-02","source_snapshot_sha256":"6d18f27f0fd9bbf88d9b721b2f1edf8a62f5c24ca75b28a2444adecfae18580d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":24,"qualified_finalists":9,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Mannington is a good, not unequivocally strong, fit for a homeowner buying luxury vinyl plank flooring for durability and water resistance. Three of the six included platforms named Mannington during the ranking stage — deepseek, google, and perplexity — giving it a 50% share of included platform responses, an average listed rank of 4.0, and a best listed rank of 3. The strongest reason to consider it is the ADURA®Max line: representative SKUs carry a 20 mil aluminum-oxide wear layer, 8 mm WPC construction, attached pad, waterproof positioning, and a lifetime residential warranty . The main…","target_buyer":"A homeowner choosing LVP for durability and water resistance and comparing wear layers, locking systems and installers.","topic":{"base_category":"Flooring Installation","category_criteria":["wear layer thickness","locking system quality","moisture performance","material range and quality","subfloor preparation","installation craftsmanship","lead time","price transparency","wear and finish warranty","customer review strength"],"geography":"United States","slug":"best-luxury-vinyl-plank-flooring-brands-and-installers","title":"Best Luxury Vinyl Plank Flooring Brands and Installers","use_case":"luxury vinyl plank flooring"}}