{"citations":{"source_mix":{"company_owned":31,"independent":5,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":4},"total_sources":36,"unique_domain_count":8},"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":["anthropic","openai"],"predicate":"final_consensus_rank","qualifier":"stucco repair","subject":"ELN Stucco","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ELN Stucco","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"ELN Stucco","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"ELN Stucco","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"ELN Stucco","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"ELN Stucco","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/stucco-repair/eln-stucco.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/stucco-repair/eln-stucco","report_type":"fit_review","study_id":"HICI-STUDY-3CC0D2AEBCC9","title":"ELN Stucco 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.","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 12:31:09.102517+00","research_date":"2026-10-02","source_snapshot_sha256":"a696b64e122dd70d97e6c82178030142d6df0c85cff0e1e7b82cf626e3ba9845","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":50,"qualified_finalists":6,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"ELN Stucco is a good, but not fully proven, fit for a San Diego County homeowner who needs cracked, stained, or failing stucco diagnosed before recoating. Two of seven platforms named ELN Stucco during the ranking stage — 28.6% of included platform responses — at an average listed rank of 4.0 and a best rank of 3. The strongest reason to consider it is a published repair workflow that starts with damage assessment and root-cause identification, then moves through in-house lath and weather-barrier work, scratch/brown/finish coats, texture matching, and color coating (, anthropic:src5). The…","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"}}