{"citations":{"source_mix":{"company_owned":22,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":10},"total_sources":30,"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 Stucco Repair and Replacement Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google"],"predicate":"final_consensus_rank","qualifier":"stucco repair","subject":"ZD Stucco Repair","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ZD Stucco Repair","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"ZD Stucco Repair","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"ZD Stucco Repair","unit":"platforms","value":2}],"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":3,"name":"ZD Stucco Repair","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/stucco-repair/zd-stucco-repair.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/stucco-repair/zd-stucco-repair","report_type":"fit_review","study_id":"HICI-STUDY-C90E31A160D9","title":"ZD Stucco Repair Review for stucco repair"},"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.","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 12:20:04.125018+00","research_date":"2026-10-02","source_snapshot_sha256":"30d1d9fc1b365ea95a0d623e6a56af10a794729541f5fc9afde0d35e5e63fb57","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":50,"qualified_finalists":6,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"ZD stucco repair is a good fit for stucco repair if the property sits inside its New Jersey, greater New York, Eastern Pennsylvania, and Western Connecticut service area, and if the buyer wants the cause of cracking or staining investigated before recoating. Two of seven platforms named the company during the ranking stage, and five of seven rated the fit \"good,\" with two rating it \"uncertain.\" The strongest reason to consider it is a published process that traces water entry, opens the wall, and addresses lath, sheathing, framing, weather barriers, flashing, and drainage rather than…","target_buyer":"A homeowner with cracked, stained or failing stucco who needs the cause diagnosed before any recoating.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["moisture intrusion diagnosis","lath and scratch coat work","texture and colour matching","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-stucco-repair-and-replacement-contractors","title":"Best Stucco Repair and Replacement Contractors","use_case":"stucco repair"}}