{"citations":{"source_mix":{"company_owned":20,"independent":2,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":2},"total_sources":22,"unique_domain_count":6},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-03","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Flooring Contractors for Uneven and Sloping Subfloors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-03","platform_support":["kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"uneven subfloor flooring","subject":"Handis","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-03","platform_support":["kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Handis","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-03","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Handis","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-03","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Handis","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-03","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Handis","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.3333333333333333,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Handis","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/uneven-subfloor-flooring/handis.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/uneven-subfloor-flooring/handis","report_type":"fit_review","study_id":"HICI-STUDY-387D587C011D","title":"Handis Review for Uneven and Sloping Subfloors"},"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.","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":"2026-10-03 00:39:05.528542+00","research_date":"2026-10-03","source_snapshot_sha256":"f5f20dad1d22e78e7b8159364219c8d1d005010c0bbbd2cb02a6ca698e6c48b0","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":40,"qualified_finalists":8,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Handis is a good fit for uneven subfloor flooring, but only inside its stated service geography and only after structural diagnosis. Three of seven platforms named Handis during the ranking stage (kimi, openai, perplexity), with an average listed rank of 1.33 and a best rank of 1. The strongest reason to consider it is scope: Handis advertises self-leveling compound, shimming, joist sistering, sheathing replacement, moisture checks, and finish-floor installation under one contractor . The main limitation is verification. Company-owned pages dominate the evidence, independent review volume…","target_buyer":"An owner of an older property whose floors are visibly out of level and need levelling compound or re-sheeting before any finish.","topic":{"base_category":"Flooring Installation","category_criteria":["self-levelling compound work","joist and sheeting repair","tolerance measurement","material range and quality","subfloor preparation","installation craftsmanship","lead time","price transparency","wear and finish warranty","customer review strength"],"geography":"United States","slug":"best-flooring-contractors-for-uneven-and-sloping-subfloors","title":"Best Flooring Contractors for Uneven and Sloping Subfloors","use_case":"uneven subfloor flooring"}}