{"citations":{"source_mix":{"company_owned":22,"independent":37,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":8},"total_sources":59,"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":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"vinyl siding installation","subject":"DaBella","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"DaBella","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"good","subject":"DaBella","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"DaBella","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"DaBella","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"DaBella","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/vinyl-siding-installation/dabella.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/vinyl-siding-installation/dabella","report_type":"fit_review","study_id":"HICI-STUDY-9222A0FC70FB","title":"DaBella 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.","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":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 08:47:52.69135+00","research_date":"2026-10-02","source_snapshot_sha256":"b407f46b1b09fa07ff0c49d8ab90eec8eb728eb54745124e4e1e2e5a97692ca9","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":36,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"DaBella is a mixed fit for vinyl siding installation. Two of the seven platforms in this study named DaBella during the ranking stage, and both placed it near the top (average listed rank 1.5; best rank 1). The strongest reason to consider DaBella is its advertised Alside vinyl offering: premium panel options with published thickness, colour-retention standards, and a manufacturer limited lifetime warranty. The main limitation is documentation. DaBella's public materials do not consistently specify the exact Alside product, panel thickness, opening-flashing method, installed price, project…","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"}}