{"citations":{"source_mix":{"company_owned":20,"independent":23,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":10},"total_sources":43,"unique_domain_count":17},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Fiber Cement Siding Contractors","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"fiber cement siding","subject":"DaBella","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"DaBella","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"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","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"DaBella","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"DaBella","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"DaBella","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/fiber-cement-siding/dabella.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/fiber-cement-siding/dabella","report_type":"fit_review","study_id":"HICI-STUDY-503D151D43F6","title":"DaBella Review for fiber cement 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.","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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["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 10:19:16.618503+00","research_date":"2026-10-02","source_snapshot_sha256":"3fe2ce4c4dbd04b1299be834ab872dcf93ab148c6b1f7372c96c2c3528d96727","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":40,"qualified_finalists":5,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"DaBella is a mixed fit for a homeowner buying fiber cement siding for durability and fire resistance. Two of the six platforms that evaluated fit named DaBella during the ranking stage — grok and perplexity — giving it a 33.3% share of included platform responses, an average listed rank of 5.0, and a best listed rank of 4. The strongest reason to consider DaBella is that it publicly identifies as a James Hardie Elite Preferred Contractor installing James Hardie fiber cement, a product line marketed as noncombustible and moisture-resistant . The main limitation is that no platform found…","target_buyer":"A homeowner choosing fibre cement for durability and fire resistance, where cutting, fastening and painting practice matter.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["cutting and fastening practice","factory versus site finishing","moisture gap 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-fiber-cement-siding-contractors","title":"Best Fiber Cement Siding Contractors","use_case":"fiber cement siding"}}