{"citations":{"source_mix":{"company_owned":10,"independent":36,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":11},"total_sources":46,"unique_domain_count":28},"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 Budget Flooring Installation Services","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"budget flooring installation","subject":"Costco Flooring Installation","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Costco Flooring Installation","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok"],"predicate":"fit_rating_count","qualifier":"good","subject":"Costco Flooring Installation","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":"mixed","subject":"Costco Flooring Installation","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Costco Flooring Installation","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.8,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Costco Flooring Installation","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/budget-flooring-installation/costco-flooring-installation.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/budget-flooring-installation/costco-flooring-installation","report_type":"fit_review","study_id":"HICI-STUDY-0A6073ED0E17","title":"Costco Flooring Installation Review for budget flooring 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 14:31:08.019866+00","research_date":"2026-10-02","source_snapshot_sha256":"213436272849fb184b05f5c26b98cdd5c120a88945372174b049c924e148ec39","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":9,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Costco Flooring Installation is a mixed fit for budget flooring installation. Five of the seven platforms that researched this use case named it during the ranking stage, and their verdicts split: two rated it a good fit, four rated it mixed, and one rated it uncertain. The strongest reason to consider it is the combination of turnkey coordination, vetted local contractors, and a member Shop Card rebate that can lower the effective cost of a large project. The main limitation is that Costco publishes no national installed price per square foot, so it cannot be confirmed as the cheapest…","target_buyer":"A homeowner covering a large area at the lowest cost per square foot while still getting a competent fit.","topic":{"base_category":"Flooring Installation","category_criteria":["per-square-foot pricing","entry-level product range","removal and disposal costs","material range and quality","subfloor preparation","installation craftsmanship","lead time","price transparency","wear and finish warranty","customer review strength"],"geography":"United States","slug":"best-budget-flooring-installation-services","title":"Best Budget Flooring Installation Services","use_case":"budget flooring installation"}}