{"citations":{"source_mix":{"company_owned":20,"independent":20,"unclear":6},"sources_referenced_by_questions":0,"support_mix":{"direct":35,"partial":11},"total_sources":46,"unique_domain_count":21},"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","perplexity"],"predicate":"final_consensus_rank","qualifier":"financed siding project","subject":"Lone Wolf Exteriors","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 7","subject":"Lone Wolf 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":"Lone Wolf Exteriors","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Lone Wolf Exteriors","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lone Wolf Exteriors","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Lone Wolf Exteriors","unit":"platforms","value":1},{"claim_id":"claim-008","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Lone Wolf Exteriors","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Lone Wolf Exteriors","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/financed-siding-project/lone-wolf-exteriors.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/financed-siding-project/lone-wolf-exteriors","report_type":"fit_review","study_id":"HICI-STUDY-5BDC5DB598A4","title":"Lone Wolf 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.","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 20:21:41.469137+00","research_date":"2026-10-02","source_snapshot_sha256":"4c214151b2104ec76a17748867e2d6d502fafb23cedc316ceeb7d8c02fc1dc4f","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Lone Wolf Exteriors is a mixed fit for a financed siding project. Two of the seven included platforms named it during the ranking stage, and those two placed it at an average listed rank of 3.0 (best rank 1). Its strongest draw is an advertised zero-percent, no-money-down financing promotion paired with Alside Prodigy Next Generation Insulated Siding . The main limitation is disclosure: the finance partner, promotional duration, post-promotion APR, fees, itemized pricing, and separate workmanship warranty are not published, and residential service appears limited to Texas . Buyers should…","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"}}