{"citations":{"source_mix":{"company_owned":33,"independent":4,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":4},"total_sources":37,"unique_domain_count":11},"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":["grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"financed siding project","subject":"JDH Remodeling","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"JDH Remodeling","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"JDH Remodeling","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"JDH Remodeling","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"JDH Remodeling","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"JDH Remodeling","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.6666666666666667,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"JDH Remodeling","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/financed-siding-project/jdh-remodeling.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/financed-siding-project/jdh-remodeling","report_type":"fit_review","study_id":"HICI-STUDY-AF34FF8C647E","title":"JDH Remodeling 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 20:12:17.927007+00","research_date":"2026-10-02","source_snapshot_sha256":"4501f02b6e57db5c820eb3ab088bcb736a42457260614e140d02d48fdfd743e4","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"JDH Remodeling is a good fit for a financed siding project if the home sits inside its nine-county Maryland and Northern Virginia service area. Three of seven platforms named JDH during the ranking stage (grok, kimi, perplexity), and all seven platforms evaluated fit, with ratings ranging from strong to uncertain. The strongest reason to consider it is contractor-arranged financing through a multi-lender network with a soft-pull application and an advertised 12-month no-interest, no-payment promotion (, anthropic:citation1). The main limitation is that lender lists, promotional mechanics,…","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"}}