{"citations":{"source_mix":{"company_owned":20,"independent":18,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":19,"partial":19},"total_sources":38,"unique_domain_count":17},"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":"Trex Enhance Naturals","unit":"rank","value":1},{"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":"Trex Enhance Naturals","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Trex Enhance Naturals","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Trex Enhance Naturals","platform_mentions":6,"platform_share":1}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/composite-decking-purchase/trex-enhance-naturals.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/composite-decking-purchase/trex-enhance-naturals","report_type":"fit_review","study_id":"HICI-STUDY-4C3DAB8BFD3E","title":"Trex Enhance Naturals 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.","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":["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 16:49:26.366448+00","research_date":"2026-10-02","source_snapshot_sha256":"c6b9aff507bcc767769908b619f8ff9a53ff481b61939a0e4dde0225065f9a8e","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Trex Enhance Naturals is a good fit for a value-conscious U.S. homeowner who wants capped composite decking, concealed fasteners, and a stated 25-year residential fade-and-stain warranty. All six platforms that named it in the ranking stage placed it at rank 1, giving it a 100% share of included platform responses and an average listed rank of 1.0. The strongest reason to consider it is the factory-matched system: grooved boards pair with Trex Hideaway hidden fasteners for a screw-free walking surface, and Trex publishes fade-and-stain warranty language. The main limitation is that installed…","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"}}