{"citations":{"source_mix":{"company_owned":105,"independent":52,"unclear":12},"sources_referenced_by_questions":0,"support_mix":{"direct":131,"partial":36},"total_sources":169,"unique_domain_count":59},"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","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"patio door replacement","subject":"Renewal by Andersen","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Renewal by Andersen","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"patio door replacement","subject":"Pella","unit":"rank","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Pella","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google"],"predicate":"final_consensus_rank","qualifier":"patio door replacement","subject":"Marvin","unit":"rank","value":3},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Marvin","unit":"platforms","value":2},{"claim_id":"claim-008","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-009","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-010","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"final_consensus_rank","qualifier":"patio door replacement","subject":"ProVia","unit":"rank","value":5},{"claim_id":"claim-011","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"ProVia","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.1666666666666665,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Renewal by Andersen","platform_mentions":6,"platform_share":1},{"average_rank":3,"best_rank":1,"entity_id":"entity-002","entity_type":"company","final_rank":2,"name":"Pella","platform_mentions":5,"platform_share":0.8333333333333334},{"average_rank":2.5,"best_rank":2,"entity_id":"entity-003","entity_type":"company","final_rank":3,"name":"Marvin","platform_mentions":2,"platform_share":0.3333333333333333},{"average_rank":4,"best_rank":4,"entity_id":"entity-004","entity_type":"company","final_rank":4,"name":"Milgard","platform_mentions":2,"platform_share":0.3333333333333333},{"average_rank":4.5,"best_rank":4,"entity_id":"entity-005","entity_type":"company","final_rank":5,"name":"ProVia","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/patio-door-replacement.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/patio-door-replacement","report_type":"best_of_index","study_id":"HICI-STUDY-226C0C6A185D","title":"Best Sliding and French Patio Door Installation Companies (2026)"},"limitations":["Exactly 6 platforms were included in this run: openai, deepseek, grok, perplexity, kimi, google. The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a entity evidence bundle.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each entity bundle are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path.","Use the exact entity-namespaced citation IDs from the source catalog (e.g. e1:); never transfer a citation between entities."],"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 14:18:14.928137+00","research_date":"2026-10-02","source_snapshot_sha256":"4855fb9e5a30df3ffce1002c86373426c5aa9d90d2aaf2f914d5d24fda36860c","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":"Renewal by Andersen is the consensus leader for patio door replacement in this 6-platform AI study, named by all six platforms (100.0% share) at an average listed position of 2.17 and a best position of 1. Pella is the strongest alternative for buyers who want documented sill, roller, and weatherstripping detail with a channel-limited warranty path, and Marvin is the premium pick where custom sizing, wood interiors, and performance sills matter. Milgard and ProVia round out the qualifying set for Western U.S. dealer coverage and vinyl sliding-door drainage engineering respectively. The study…","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"}}