{"citations":{"source_mix":{"company_owned":20,"independent":27,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":35,"partial":12},"total_sources":48,"unique_domain_count":30},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Vinyl Siding Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"final_consensus_rank","qualifier":"vinyl siding installation","subject":"Alside vinyl siding","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Alside vinyl siding","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Alside vinyl siding","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Alside vinyl siding","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Alside vinyl siding","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Alside vinyl siding","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/vinyl-siding-installation/alside-vinyl-siding.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/vinyl-siding-installation/alside-vinyl-siding","report_type":"fit_review","study_id":"HICI-STUDY-C062479655D5","title":"Alside vinyl siding Review for vinyl siding installation"},"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.","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":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","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 09:01:28.58347+00","research_date":"2026-10-02","source_snapshot_sha256":"2179ade02ac752ee5e16f8d354c2a00cf26642cc1247eccc7112808a838dfc5d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":36,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Alside vinyl siding is a mixed-to-good fit for vinyl siding installation, depending on which product line is quoted and which contractor installs it. Two of seven platforms named Alside during the ranking stage (deepseek, perplexity), a 28.6% share of included platform responses, with an average listed rank of 6.5 and a best listed rank of 5. The strongest reason to consider it is the documented Charter Oak specification: 0.046-inch panel thickness, TriBeam reinforcement, ChromaTrue color technology, and a published lifetime limited product warranty (, -3, ). The main limitation is that…","target_buyer":"A homeowner re-siding in vinyl and comparing panel grade, colour retention and installer detailing around openings.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["panel grade and thickness","colour retention","trim and opening detailing","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-vinyl-siding-installation-companies","title":"Best Vinyl Siding Installation Companies","use_case":"vinyl siding installation"}}