{"citations":{"source_mix":{"company_owned":22,"independent":2,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":14,"partial":3},"total_sources":24,"unique_domain_count":8},"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 Publishers and Review Websites","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 Audits for Publishers and Review Websites","subject":"Viali","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Viali","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Viali","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Viali","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Viali","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Viali","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/publisher-audits/viali.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/publisher-audits/viali","report_type":"fit_review","study_id":"AIMCI-STUDY-EAD332EFD67A","title":"Viali for AI Search Audits for Publishers and Review Websites: 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 12:07:20.463789+00","research_date":"2026-09-18","source_snapshot_sha256":"53e5a05ff291da539807db74d9a68ee58b2e88c48b94217c857a7c6ca9d6e713","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":40,"qualified_finalists":10,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"Viali is a good fit for publishers and review websites that want a practical AI-search diagnostic combining citation visibility, competitor and source-domain analysis, technical checks, and a prioritized remediation roadmap. Two of seven platforms named Viali during ranking discovery (deepseek and kimi), a 28.6% share of included platform responses, at an average listed rank of 5.5 and best rank of 4. The strongest reason to consider it is the GEO Audit's publisher-aware rubric, six weighted scores, and fix-linked findings. The main limitation is that evidence is predominantly company-owned:…","target_buyer":"Publishers and review websites that depend on source eligibility, citation visibility, and category authority","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-publishers-and-review-websites","title":"Best AI Search Audits for Publishers and Review Websites","use_case":"AI Search Audits for Publishers and Review Websites"}}