{"citations":{"source_mix":{"company_owned":20,"independent":9,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":7},"total_sources":29,"unique_domain_count":14},"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":["kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"stone veneer installation","subject":"APS Masonry Contracting","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"APS Masonry Contracting","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"APS Masonry Contracting","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"APS Masonry Contracting","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"APS Masonry Contracting","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"APS Masonry Contracting","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/stone-veneer-installation/aps-masonry-contracting.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/stone-veneer-installation/aps-masonry-contracting","report_type":"fit_review","study_id":"HICI-STUDY-62D58E9A29EC","title":"APS Masonry Contracting 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.","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 13:35:33.725173+00","research_date":"2026-10-02","source_snapshot_sha256":"f69eca77c4172f1c4e24f97498ee84888e115556e7a79c7ad0705096159e4191","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":6,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"APS Masonry Contracting is a mixed-to-good fit for stone veneer installation, but only for buyers in the Philadelphia, Bucks County, or Montgomery County area who are willing to verify technical details before signing. Two of seven platforms named the company during the ranking stage (kimi and perplexity), giving it a 28.6% share of included platform responses, an average listed rank of 3.0, and a best listed rank of 2. The strongest reason to consider it is that APS explicitly markets natural stone, manufactured stone, and brick veneer and publicly describes moisture-barrier, drainage,…","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"}}