{"citations":{"source_mix":{"company_owned":17,"independent":30,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":9},"total_sources":47,"unique_domain_count":21},"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","google","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"budget flooring installation","subject":"National Floors Direct Installation Service","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"National Floors Direct Installation Service","unit":"platforms","value":4},{"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":"National Floors Direct Installation Service","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":"National Floors Direct Installation Service","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"National Floors Direct Installation Service","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/budget-flooring-installation/national-floors-direct-installation-service.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/budget-flooring-installation/national-floors-direct-installation-service","report_type":"fit_review","study_id":"HICI-STUDY-6E54591FE446","title":"National Floors Direct Installation Service 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 14:27:08.626575+00","research_date":"2026-10-02","source_snapshot_sha256":"b52d6b02ed8ffddaf86ffa67d67e23b9ee26f47b1ce0807d6779fb0a133cea07","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":9,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"National Floors Direct Installation Service is a mixed fit for budget flooring installation. Four of the seven platforms in this study named it during ranking discovery, and all seven evaluated its fit; six rated it mixed and one rated it uncertain. The strongest reason to consider it is bundled pricing that includes professional installation, standard furniture moving, premium carpet padding, and advertised next-day installation on in-stock flooring, which can reduce separate labor and coordination costs on a large, uncomplicated carpet, laminate, or vinyl job. The main limitation is that…","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"}}