{"citations":{"source_mix":{"company_owned":22,"independent":23,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":28,"partial":15},"total_sources":45,"unique_domain_count":18},"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 Tile Flooring Installation Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"tile floor installation","subject":"Lowe's","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Lowe's","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lowe's","unit":"platforms","value":7}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Lowe's","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/tile-floor-installation/lowe-s.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/tile-floor-installation/lowe-s","report_type":"fit_review","study_id":"HICI-STUDY-BA776A894292","title":"Lowe's Review for tile floor installation"},"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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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 10:47:52.227855+00","research_date":"2026-10-02","source_snapshot_sha256":"dc13a7db7cbef7762c079b859e1b3b3f5e3b406a419372c79e9d9b188e1ffed3","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":46,"qualified_finalists":4,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Lowe's is a mixed fit for a homeowner tiling floors where substrate movement, crack isolation, and level tolerance decide whether tiles survive. Two of seven platforms named Lowe's during the ranking stage (openai, deepseek), and all seven platforms that evaluated fit rated it mixed. The strongest reason to consider it is a single-source workflow: in-home measurement, a quote combining Lowe's materials and labor, independent installers described as licensed where applicable, insured, and background-checked, and a one-year limited labor warranty (, -1, -2). The main limitation is that…","target_buyer":"A homeowner tiling floors where substrate movement, crack isolation and level tolerance decide whether tiles survive.","topic":{"base_category":"Flooring Installation","category_criteria":["substrate and crack isolation","level tolerance","grout and expansion detailing","material range and quality","subfloor preparation","installation craftsmanship","lead time","price transparency","wear and finish warranty","customer review strength"],"geography":"United States","slug":"best-tile-flooring-installation-contractors","title":"Best Tile Flooring Installation Contractors","use_case":"tile floor installation"}}