{"citations":{"source_mix":{"company_owned":11,"independent":26,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":4},"total_sources":38,"unique_domain_count":23},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Search Audits for Regulated Industries","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Search Audits for Regulated Industries","subject":"AI Search Engineers","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"AI Search Engineers","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"AI Search Engineers","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"AI Search Engineers","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"AI Search Engineers","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"AI Search Engineers","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"AI Search Engineers","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/regulated-industry-audits/ai-search-engineers.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/regulated-industry-audits/ai-search-engineers","report_type":"fit_review","study_id":"AIMCI-STUDY-5AA476559235","title":"AI Search Engineers for AI Search Audits for Regulated Industries: AI Consensus Fit Review"},"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":"AI Marketing 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":"2026-09-18 12:12:18.862576+00","research_date":"2026-09-18","source_snapshot_sha256":"0017b8b6aed27b3f2cdaa654a866e5c2bf185f9958eee115fffcfd9689daa3e5","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":9,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"AI Search Engineers is a mixed-to-good fit for regulated-industry AI search audits, depending on how much independent verification the buyer requires. Two of seven platforms named it during the ranking stage (grok and perplexity), and both listed it at rank 1, giving it the strongest average listed rank in the study. Its strongest reason to consider it is an audit scope explicitly built for legal, medical, and financial services, covering entity recognition, citation inventory, competitor appearances, and a prioritized authority-gap roadmap. The main limitation is verification: pricing is…","target_buyer":"Companies in regulated categories that need compliant AI visibility, citation, authority, and content strategies","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["Recommendation analysis","mention and citation measurement","competitor benchmarking","influential source-domain analysis","content and authority gaps","and prioritized improvement roadmap"],"geography":"United States","slug":"best-ai-search-audits-for-regulated-industries","title":"Best AI Search Audits for Regulated Industries","use_case":"AI Search Audits for Regulated Industries"}}