{"citations":{"source_mix":{"company_owned":16,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":12},"total_sources":28,"unique_domain_count":17},"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":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Search Agencies for AI Visibility Audits","subject":"Virayo AI","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Virayo AI","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":"Virayo AI","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Virayo AI","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Virayo AI","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Virayo AI","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-geo-agencies/ai-visibility-audits/virayo-ai.json","page_url":"https://aimarketingconsensusindex.com/ai-search-geo-agencies/ai-visibility-audits/virayo-ai","report_type":"fit_review","study_id":"AIMCI-STUDY-CA75AF3B99BF","title":"Virayo AI 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.","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 04:38:24.086215+00","research_date":"2026-09-18","source_snapshot_sha256":"3b8b0e6b51a8a2adc0eae278455df548b541ecb572bd82ccda9294b56c6f47ae","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":10,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"Virayo AI is a good fit for U.S. B2B companies that want an agency-led AI visibility audit with recurring monitoring, citation and inaccuracy analysis, competitor benchmarking, and strategist interpretation. Two of seven platforms named it during ranking discovery — DeepSeek (rank 4) and Kimi (rank 5) — for an average listed rank of 4.5 and a best rank of 4. The strongest reason to consider it is the combination of a proprietary platform covering ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews with weekly audits and human strategy. The main limitation is that the platform is…","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"}}