{"buyer_scenarios":[{"fit":"best_suited","scenario":"Teams auditing one brand across ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI Overviews (openai, )."},{"fit":"best_suited","scenario":"Teams that need to compare competitor visibility and identify cited source domains (openai, -8)."},{"fit":"best_suited","scenario":"Teams wanting continuous monitoring rather than a one-time manual audit (openai, deepseek)."},{"fit":"best_suited","scenario":"Teams that value locale-aware tracking, scheduled scans, and connections to GA4 and Google Search Console (openai, grok)."},{"fit":"not_best_suited","scenario":"Buyers requiring independently audited measurement accuracy or strong third-party validation (openai, anthropic)."},{"fit":"not_best_suited","scenario":"Teams needing only a low-volume, one-time audit rather than an ongoing subscription (openai, deepseek)."},{"fit":"not_best_suited","scenario":"Organizations that require detailed procurement, security, SLA, or enterprise contract terms before evaluation (openai)."},{"fit":"not_best_suited","scenario":"Teams requiring enterprise-scale competitive benchmarking across five or more competitors with historical trend analysis (anthropic)."}],"citations":{"source_mix":{"company_owned":17,"independent":4,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":13,"partial":4},"total_sources":21,"unique_domain_count":13},"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":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Audit Services","subject":"Viali Visibility Tracker","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Viali Visibility Tracker","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 Visibility Tracker","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Viali Visibility Tracker","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Viali Visibility Tracker","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Viali Visibility Tracker","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/visibility-audits/viali-visibility-tracker.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/visibility-audits/viali-visibility-tracker","report_type":"fit_review","study_id":"AIMCI-STUDY-FD22A71C3788","title":"Viali Visibility Tracker 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 09:23:26.792907+00","research_date":"2026-09-18","source_snapshot_sha256":"4f61f92777939373b92dc2de2a61e6e08f8a18f7ddd64313eb1b4e5ba577c3d5","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":47,"qualified_finalists":9,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"Viali Visibility Tracker is a good fit for a marketing team that wants recurring, prompt-level AI visibility auditing rather than a one-time snapshot. Two of the seven included platforms named it during ranking discovery, at an average listed rank of 6.0 and a best rank of 4. Its strongest case is breadth: company pages claim tracking across six engines — ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI Overviews — with verbatim answer text, competitor comparison, citation sources, sentiment, position, and share of voice . The main limitation is evidence quality: most claims are…","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"}}