{"citations":{"source_mix":{"company_owned":11,"independent":17,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":17,"partial":5},"total_sources":29,"unique_domain_count":20},"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 Agencies for AI Visibility Audits","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","grok"],"predicate":"final_consensus_rank","qualifier":"AI Search Agencies for AI Visibility Audits","subject":"AI Search Engineers","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","grok"],"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":["google"],"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":["openai","anthropic","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"AI Search Engineers","unit":"platforms","value":3},{"claim_id":"claim-006","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":2.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"AI Search Engineers","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-geo-agencies/ai-visibility-audits/ai-search-engineers.json","page_url":"https://aimarketingconsensusindex.com/ai-search-geo-agencies/ai-visibility-audits/ai-search-engineers","report_type":"fit_review","study_id":"AIMCI-STUDY-6BEAC016F817","title":"AI Search Engineers for AI Search Agencies for AI Visibility Audits: 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.","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 04:33:41.463903+00","research_date":"2026-09-18","source_snapshot_sha256":"cacdddde880ac21113ef16e86c040bba543af6da21bd2faa9c6b74ef3423f3bf","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":10,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"AI Search Engineers is a mixed fit for AI Search Agencies for AI Visibility Audits. Two of the seven included platforms named it during the ranking stage — Anthropic (rank 1) and Grok (rank 4) — giving it an average listed rank of 2.5 and a 28.6% share of included platform responses. The strongest reason to consider it is its explicitly multi-platform, authority-gap audit scope spanning ChatGPT, Google Gemini, Microsoft Copilot, Perplexity, and Grok, with a prioritized action plan rather than a keyword report (, -3, ). The main limitation is that pricing, contract terms, recurring…","target_buyer":"Companies seeking AI Search Agencies for AI Visibility Audits across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI search and GEO agencies","category_criteria":["Multi-platform coverage","prompt tracking","recommendation and mention measurement","citation tracking","competitor benchmarking","historical trend reporting","and executive-ready dashboards"],"geography":"United States","slug":"best-ai-search-agencies-for-ai-visibility-audits","title":"Best AI Search Agencies for AI Visibility Audits","use_case":"AI Search Agencies for AI Visibility Audits"}}