{"citations":{"source_mix":{"company_owned":19,"independent":18,"unclear":3},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":7},"total_sources":40,"unique_domain_count":19},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Sliding and French Patio Door Installation Companies","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"patio door replacement","subject":"Milgard","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Milgard","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Milgard","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Milgard","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Milgard","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Milgard","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/patio-door-replacement/milgard.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/patio-door-replacement/milgard","report_type":"fit_review","study_id":"HICI-STUDY-FEDF805F90D7","title":"Milgard Review for patio 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.","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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["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 14:21:02.015345+00","research_date":"2026-10-02","source_snapshot_sha256":"c384c5e6870e997ff0382d7601d7a01ea9ff22aed9f624df864311fa5c15aa02","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":22,"qualified_finalists":5,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Milgard is a mixed fit for patio door replacement. Two of the six included platforms named Milgard during the ranking stage, at an average listed rank of 4.0 and a best listed rank of 4. The strongest reason to consider Milgard is its documented patio-door hardware and installation literature: stainless-steel rollers, weather-strip systems, multi-point locking hardware, and published flush-fin, mounting-flange, and stucco-tape installation resources . The main limitation is that Milgard's own technical pages label multiple C650 French-rail sliding-door drawings and installation files as…","target_buyer":"A homeowner replacing a patio door where track alignment, threshold detail and weather sealing decide whether it sticks or leaks.","topic":{"base_category":"Window and Door Replacement","category_criteria":["track and threshold detailing","weather sealing","operating hardware quality","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-sliding-and-french-patio-door-installation-companies","title":"Best Sliding and French Patio Door Installation Companies","use_case":"patio door replacement"}}