{"citations":{"source_mix":{"company_owned":20,"independent":7,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":3},"total_sources":27,"unique_domain_count":18},"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 Visibility Audit Services","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Audit Services","subject":"LLMAudit","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"LLMAudit","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":"LLMAudit","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","anthropic","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"LLMAudit","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"LLMAudit","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"LLMAudit","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"LLMAudit","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/visibility-audits/llmaudit.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/visibility-audits/llmaudit","report_type":"fit_review","study_id":"AIMCI-STUDY-952AF28F37F2","title":"LLMAudit for AI Visibility Audit Services: 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.","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":"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 09:21:11.060471+00","research_date":"2026-09-18","source_snapshot_sha256":"d778fa1c61d910fd1bca4ed7b6f9ef75187ed5404d1fe71cd40d36dcb7c219ef","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":47,"qualified_finalists":9,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"LLMAudit is a reasonable fit for a U.S. marketing team that wants lightweight, recurring AI visibility monitoring plus a technical website-readiness audit across ChatGPT, Perplexity, Gemini, and Claude, provided the team can interpret results and execute fixes internally. Two of the seven platforms in this study named LLMAudit during ranking discovery, and those two placed it at an average listed rank of 5.5, with one first-place listing. The strongest reason to consider it is the combination of prompt tracking with server-side AI-bot analytics and page-level audits in one self-service…","target_buyer":"Marketing team seeking AI Visibility Audit Services across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["Understand where the brand appears","which competitors outperform it","which prompts matter","where citations originate","how its citation architecture compares with competitors","and what should be prioritized next"],"geography":"United States","slug":"best-ai-visibility-audit-services","title":"Best AI Visibility Audit Services","use_case":"AI Visibility Audit Services"}}