{"citations":{"source_mix":{"company_owned":46,"independent":21,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":55,"partial":11},"total_sources":67,"unique_domain_count":22},"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 Storm Door and Security Door Installers","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"storm and security doors","subject":"Lowe's","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","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","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Lowe's","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lowe's","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Lowe's","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/storm-and-security-doors/lowe-s.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/storm-and-security-doors/lowe-s","report_type":"fit_review","study_id":"HICI-STUDY-E982F120515A","title":"Lowe's Review for storm and security doors"},"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.","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 23:21:02.359129+00","research_date":"2026-10-02","source_snapshot_sha256":"93cc6d9e0b6f105ce99c06e43b53307a25dcc5eaef243638dd13d51196c95200","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":9,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Lowe's is a good, but not unequivocally strong, fit for a homeowner adding a secondary storm or security door over an existing entry. Two of the seven platforms in this study named Lowe's during the ranking stage — Google (rank 4) and OpenAI (rank 1) — giving it an average listed rank of 2.5 and a best listed rank of 1. The strongest reason to consider Lowe's is the combined product-plus-installation workflow: stocked LARSON Platinum and Tradewinds doors with interchangeable glass and screen panels, Low-E glazing, three-point locking, and a published one-year limited labor warranty. The main…","target_buyer":"A homeowner adding a secondary door for weather protection, ventilation or security over an existing entry.","topic":{"base_category":"Window and Door Replacement","category_criteria":["frame fit on existing openings","glass and screen interchange","locking hardware","product range and frame materials","energy performance ratings","installation quality","lead time","price transparency","product and labor warranty","customer review strength"],"geography":"United States","slug":"best-storm-door-and-security-door-installers","title":"Best Storm Door and Security Door Installers","use_case":"storm and security doors"}}