{"citations":{"source_mix":{"company_owned":23,"independent":15,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":3},"total_sources":38,"unique_domain_count":18},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-03","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Exterior Renovation Contractors for Whole-Facade Curb Appeal Projects","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-03","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"facade curb appeal renovation","subject":"Northern Lights Exteriors","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-03","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Northern Lights Exteriors","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-03","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Northern Lights Exteriors","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-03","platform_support":["anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Northern Lights Exteriors","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-03","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Northern Lights Exteriors","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-03","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Northern Lights Exteriors","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Northern Lights Exteriors","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/facade-curb-appeal-renovation/northern-lights-exteriors.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/facade-curb-appeal-renovation/northern-lights-exteriors","report_type":"fit_review","study_id":"HICI-STUDY-8A57435EC17B","title":"Northern Lights Exteriors Review for Whole-Facade Curb Appeal Projects"},"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.","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":"2026-10-03 00:44:09.067529+00","research_date":"2026-10-03","source_snapshot_sha256":"c69d050e235c7bfb3074e4b8aee359ac9dfb1e03cdff38053b1a9946da47142b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":43,"qualified_finalists":6,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Northern Lights Exteriors is a mixed-to-good fit for facade curb appeal renovation, not a clean match for the exact whole-facade brief. Two of seven platforms named it during ranking discovery, at an average listed rank of 5.5 and a best rank of 3. The strongest reason to consider it is coordinated multi-trade exterior work — siding, windows or doors, roofing, gutters, painting and decks — under one contract, schedule and warranty conversation in its Colorado service area. The main limitation is that exterior lighting is not clearly a standard service, bundled pricing is not published,…","target_buyer":"A homeowner preparing to sell who wants cladding, trim, entry and lighting addressed together as one coordinated facade upgrade.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["coordinated multi-trade scope","design and material coherence","pre-sale timeline","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-exterior-renovation-contractors-for-whole-facade-curb-appeal-projects","title":"Best Exterior Renovation Contractors for Whole-Facade Curb Appeal Projects","use_case":"facade curb appeal renovation"}}