{"citations":{"source_mix":{"company_owned":26,"independent":9,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":8},"total_sources":37,"unique_domain_count":18},"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"],"predicate":"final_consensus_rank","qualifier":"patio door replacement","subject":"Marvin","unit":"rank","value":3},{"claim_id":"claim-003","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-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Marvin","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek"],"predicate":"fit_rating_count","qualifier":"good","subject":"Marvin","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Marvin","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":"Marvin","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/patio-door-replacement/marvin.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/patio-door-replacement/marvin","report_type":"fit_review","study_id":"HICI-STUDY-A5ED3857B9E0","title":"Marvin 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.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","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 14:16:58.240226+00","research_date":"2026-10-02","source_snapshot_sha256":"a147727ef7d978b62102ea0be64bd4d861265e6289a7798221f530c17fc2b25d","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":"Marvin is a good fit for patio door replacement when the buyer prioritizes custom sizing, wood interiors, documented sill options, and dealer-supported installation — but it is not automatically the strongest choice. Two of the six included platforms named Marvin during the ranking stage (deepseek and google), where it averaged rank 2.5 and peaked at rank 2. The strongest reason to consider it is the Ultimate Sliding French Door G2's threshold and weather-sealing engineering, including Performance and Accessibility sill choices and published ratings up to PG50. The main limitation is that…","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"}}