{"citations":{"source_mix":{"company_owned":22,"independent":13,"unclear":6},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":10},"total_sources":41,"unique_domain_count":20},"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":["kimi","openai"],"predicate":"final_consensus_rank","qualifier":"patio door replacement","subject":"ProVia","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"ProVia","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":"ProVia","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"ProVia","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":4,"entity_id":"entity-001","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/provia.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/patio-door-replacement/provia","report_type":"fit_review","study_id":"HICI-STUDY-FAEF99165A88","title":"ProVia 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.","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":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 14:16:58.239241+00","research_date":"2026-10-02","source_snapshot_sha256":"6ce45943731c72cf0b0048fabf2bb0e291e1488c814c5f8c816c4c35935949a6","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":"ProVia is a good fit for patio door replacement when the buyer prioritizes sliding operation, sill drainage, weather sealing, energy performance, and a long product warranty — and is willing to buy through an authorized dealer. Two of six platforms named ProVia during the ranking stage (kimi, openai), a 33% share of included platform responses, with an average listed rank of 4.5 and a best rank of 4. The strongest reason to consider it is the Endure vinyl sliding patio door's documented hardware, sill drainage, and tested air/water performance. The main limitation is dealer dependence:…","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"}}