{"citations":{"source_mix":{"company_owned":15,"independent":36,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":40,"partial":8},"total_sources":51,"unique_domain_count":33},"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 Audit Companies Overall","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Search Audit Companies","subject":"AI Search Engineers","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"AI Search Engineers","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic"],"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":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"AI Search Engineers","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"AI Search Engineers","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","grok","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":1.3333333333333333,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"AI Search Engineers","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/audit-companies/ai-search-engineers.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/audit-companies/ai-search-engineers","report_type":"fit_review","study_id":"AIMCI-STUDY-ABA232569EDE","title":"AI Search Engineers for AI Search Audit Companies: 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 09:07:39.202314+00","research_date":"2026-09-18","source_snapshot_sha256":"3076e58a10b0fab656f5839a464b2c421c0e31cc03e4b3ecc3a8d825beb6bf60","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":46,"qualified_finalists":10,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"AI Search Engineers is a mixed-to-conditional fit for buyers seeking AI Search Audit Companies. Three of seven platforms named it during the ranking stage (anthropic, grok, perplexity), a 42.9% share of included platform responses, at an average listed rank of 1.33 and a best rank of 1. Its strongest reason to consider it is a stated audit scope that maps directly to the buyer brief: controlled prompt testing, citation inventories, entity consistency, structured-data checks, topical-authority gaps, and competitor displacement across ChatGPT, Google Gemini, Microsoft Copilot, Perplexity, and…","target_buyer":"Companies seeking AI Search Audit Companies across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["Recommendations","mentions","citations","important prompts","competitor performance","citation architecture","influential source domains","content and authority gaps","and practical opportunities for improvement"],"geography":"United States","slug":"best-ai-search-audit-companies-overall","title":"Best AI Search Audit Companies Overall","use_case":"AI Search Audit Companies"}}