{"citations":{"source_mix":{"company_owned":37,"independent":9,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":11},"total_sources":46,"unique_domain_count":13},"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 Siding Companies Offering Project Financing","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"final_consensus_rank","qualifier":"financed siding project","subject":"Integrity Home Exteriors","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Integrity Home Exteriors","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Integrity Home Exteriors","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Integrity Home Exteriors","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Integrity Home Exteriors","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Integrity Home Exteriors","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Integrity Home Exteriors","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/financed-siding-project/integrity-home-exteriors.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/financed-siding-project/integrity-home-exteriors","report_type":"fit_review","study_id":"HICI-STUDY-CF5DA7CF465E","title":"Integrity Home Exteriors Review for financed siding project"},"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 20:28:33.956977+00","research_date":"2026-10-02","source_snapshot_sha256":"bb7803e85585121d6384be7c7fbec1d762ff3301798022afe592f71815c0454c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Integrity Home Exteriors is a mixed-to-good fit for a financed siding project, but only for homeowners inside its Ohio and Michigan service area. Two of seven platforms named it during the ranking stage, at an average listed rank of 6.0 and a best rank of 4. The strongest reason to consider it is contractor-arranged financing for a full vinyl siding replacement, advertised with terms up to 180 months, no prepayment penalty, and a stated lifetime workmanship warranty . The main limitation is disclosure: the lender is not named, and no APR, fee schedule, or promotional-rate terms are published…","target_buyer":"A homeowner funding a full re-siding over time through the contractor's financing partner.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["financing partner terms","promotional rate availability","approval process","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-siding-companies-offering-project-financing","title":"Best Siding Companies Offering Project Financing","use_case":"financed siding project"}}