{"citations":{"source_mix":{"company_owned":23,"independent":21,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":7},"total_sources":44,"unique_domain_count":18},"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 Whole-Home Exterior Siding Replacement Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"whole home re-siding","subject":"DaBella","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"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":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"DaBella","unit":"platforms","value":6},{"claim_id":"claim-005","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":3.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"DaBella","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/whole-home-re-siding/dabella.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/whole-home-re-siding/dabella","report_type":"fit_review","study_id":"HICI-STUDY-246519EF09DA","title":"DaBella Review for whole home re-siding"},"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.","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 11:18:01.421608+00","research_date":"2026-10-02","source_snapshot_sha256":"c25dd491e06df3aee61c549369b7e8b77d27c62dad065f7079b82a307ff19a62","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":48,"qualified_finalists":5,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"DaBella is a mixed fit for whole home re-siding when concealed sheathing and water-resistive-barrier conditions may surface mid-project. Two of the seven platforms in this study named DaBella during the ranking stage, and both placed it in the top four. The strongest reason to consider DaBella is its relevant product lineup: James Hardie fiber-cement and Alside premium vinyl siding, backed by manufacturer warranties and a stated process that includes sheathing inspection, house wrap, and flashing (, , -3). The main limitation is that DaBella does not publicly document concealed-damage…","target_buyer":"A homeowner stripping and replacing all cladding, where sheathing condition and water-resistive barriers are uncovered mid-project.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["sheathing inspection and repair","water-resistive barrier systems","full-wrap scheduling","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-whole-home-exterior-siding-replacement-companies","title":"Best Whole-Home Exterior Siding Replacement Companies","use_case":"whole home re-siding"}}