{"citations":{"source_mix":{"company_owned":25,"independent":43,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":42,"partial":25},"total_sources":69,"unique_domain_count":39},"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 Garage Door Replacement and Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","openai"],"predicate":"final_consensus_rank","qualifier":"garage door replacement","subject":"Amarr","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Amarr","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Amarr","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Amarr","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Amarr","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Amarr","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/garage-door-replacement/amarr.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/garage-door-replacement/amarr","report_type":"fit_review","study_id":"HICI-STUDY-C20FE24E1EDA","title":"Amarr Review for garage door replacement"},"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.","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 22:07:12.980499+00","research_date":"2026-10-02","source_snapshot_sha256":"243f168bb763c3f44f66f58ce12a7a66721998d7f9fab994ca3124f1cc217812","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":7,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Amarr is a good, not unequivocal, fit for garage door replacement. Four of the seven platforms in this study named Amarr during ranking discovery, at an average listed rank of 2.5 and a best listed rank of 2. The strongest reason to consider it is the Classica and Olympus insulated steel lines, which carry stated door-section R-values from 6.64 up to 19.40 depending on construction . The main limitation is structural: Amarr is a manufacturer selling through independent dealers, so installed price, lead time, workmanship, and labor warranty are dealer-specific rather than standardized (, ,…","target_buyer":"A homeowner replacing a failed or dated garage door, where spring systems, insulation value and opener compatibility matter.","topic":{"base_category":"Window and Door Replacement","category_criteria":["spring and track systems","insulation value","opener compatibility","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-garage-door-replacement-and-installation-companies","title":"Best Garage Door Replacement and Installation Companies","use_case":"garage door replacement"}}