{"citations":{"source_mix":{"company_owned":14,"independent":15,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":5},"total_sources":31,"unique_domain_count":23},"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 Stone and Brick Veneer Installation Specialists","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"stone veneer installation","subject":"AV Masonry, LLC","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"AV Masonry, LLC","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"AV Masonry, LLC","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"AV Masonry, LLC","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"AV Masonry, LLC","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7.5,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"AV Masonry, LLC","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/stone-veneer-installation/av-masonry-llc.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/stone-veneer-installation/av-masonry-llc","report_type":"fit_review","study_id":"HICI-STUDY-2E835700A306","title":"AV Masonry, LLC Review for stone veneer installation"},"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.","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 13:50:17.148326+00","research_date":"2026-10-02","source_snapshot_sha256":"219a215357452cf17f94c41f8858532b290a1bb8adb0daa975b55db301dcfac2","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":6,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"AV Masonry, LLC is a mixed fit for stone veneer installation. Two of the seven platforms in this study named it during ranking discovery — google and perplexity — giving it a 28.6% share of included platform responses, an average listed rank of 7.5, and a best listed rank of 6. The strongest reason to consider it is that it directly markets stone and brick veneer installation in Norwalk, Connecticut, holds a reported active Connecticut Home Improvement Contractor license (HIC.0578491), and carries favorable third-party masonry reviews (, , -5). The main limitation is that no reviewed public…","target_buyer":"A homeowner adding masonry veneer to a facade or feature wall, where drainage plane and ledger support are the technical risk.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["drainage plane detailing","ledger and support design","mortar and joint finish","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-stone-and-brick-veneer-installation-specialists","title":"Best Stone and Brick Veneer Installation Specialists","use_case":"stone veneer installation"}}