{"citations":{"source_mix":{"company_owned":20,"independent":35,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":45,"partial":10},"total_sources":55,"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":["deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"budget flooring installation","subject":"Empire Today","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Empire Today","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Empire Today","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Empire Today","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.4,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Empire Today","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/budget-flooring-installation/empire-today.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/budget-flooring-installation/empire-today","report_type":"fit_review","study_id":"HICI-STUDY-EA2B0E0D4666","title":"Empire Today 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 14:33:48.199924+00","research_date":"2026-10-02","source_snapshot_sha256":"dcc65d1a44443afdb5ac3fd647347378e7b0dc696e5d9750c9d10d9cd3bb55e1","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":9,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Empire Today is a mixed fit for budget flooring installation. Five of the seven platforms included in this study named Empire Today during the ranking stage, and all five placed it mid-pack (average listed rank 4.4, best rank 2). The strongest reason to consider it is convenience: shop-at-home samples, an all-inclusive estimate, bundled removal and installation, and next-day installation on select in-stock flooring . The main limitation is that Empire Today does not publish per-square-foot pricing, independent estimates place installed costs around $10–$14 per square foot, and floor…","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"}}