{"buyer_scenarios":[{"fit":"best_suited","scenario":"Premium residential decks where realistic grain and color variation matter (openai)"},{"fit":"best_suited","scenario":"Wet, coastal, poolside, or moisture-exposed locations (openai, anthropic, kimi, grok)"},{"fit":"best_suited","scenario":"Homeowners seeking hidden fastening and a 50-year fade-and-stain limited warranty (openai, perplexity)"},{"fit":"best_suited","scenario":"Projects where a TimberTech-listed installer and possible replacement-labor coverage are available (openai, perplexity, grok)"},{"fit":"not_best_suited","scenario":"Lowest-cost decking purchases (openai, deepseek, grok, perplexity)"},{"fit":"not_best_suited","scenario":"Buyers specifically requiring wood-fiber capped composite rather than PVC (openai, grok)"},{"fit":"not_best_suited","scenario":"DIY installers without access to CONCEALoc pneumatic tools or hidden-fastening experience (anthropic, deepseek)"},{"fit":"not_best_suited","scenario":"Projects where local Vintage colors, board widths, fasteners, or qualified installers are unavailable (openai, deepseek)"}],"citations":{"source_mix":{"company_owned":21,"independent":29,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":12},"total_sources":50,"unique_domain_count":32},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Composite Decking Brands and Installers","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"composite decking purchase","subject":"TimberTech AZEK Vintage","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"TimberTech AZEK Vintage","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","kimi"],"predicate":"fit_rating_count","qualifier":"strong","subject":"TimberTech AZEK Vintage","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"TimberTech AZEK Vintage","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.3333333333333335,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"TimberTech AZEK Vintage","platform_mentions":6,"platform_share":1}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/composite-decking-purchase/timbertech-azek-vintage.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/composite-decking-purchase/timbertech-azek-vintage","report_type":"fit_review","study_id":"HICI-STUDY-D25C74BCF08D","title":"TimberTech AZEK Vintage Review for composite decking purchase"},"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.","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":["anthropic","deepseek","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 16:50:07.377288+00","research_date":"2026-10-02","source_snapshot_sha256":"cb1621a24d783adcedc4dccc717ffb0f03dbf051eb5f90b9f140852972aae9bf","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"TimberTech AZEK Vintage is a strong fit for a homeowner buying composite decking who prioritizes premium wood-look appearance, capped PVC moisture resistance, hidden fastening, and long fade-and-stain coverage. All six platforms that named it in the ranking stage placed it in their lists — a 100% mention share — at an average listed rank of 2.33 and a best rank of 2. The strongest reason to consider it is the combination of a 100% cellular PVC board with no wood fibers, CONCEALoc hidden fastener compatibility, and a 50-year residential fade-and-stain limited warranty. The main limitation is…","target_buyer":"A homeowner choosing composite over timber and comparing capped boards, hidden fastening and fade and stain warranties.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["capping and core construction","hidden fastener systems","fade and stain warranty","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-composite-decking-brands-and-installers","title":"Best Composite Decking Brands and Installers","use_case":"composite decking purchase"}}