{"buyer_scenarios":[{"fit":"best_suited","scenario":"B2B companies needing a one-time strategic AI-search visibility diagnostic"},{"fit":"best_suited","scenario":"Buyers wanting custom buyer prompts and competitor comparisons rather than a generic automated scan"},{"fit":"best_suited","scenario":"Marketing teams needing a prioritized 90-day implementation roadmap"},{"fit":"best_suited","scenario":"Webflow companies that may also want implementation support"},{"fit":"not_best_suited","scenario":"Organizations primarily auditing product-recommendation, marketplace, retail, social, or app-store platforms"},{"fit":"not_best_suited","scenario":"Buyers requiring independently verified performance benchmarks or guaranteed visibility outcomes"},{"fit":"not_best_suited","scenario":"Teams seeking a low-cost snapshot audit"},{"fit":"not_best_suited","scenario":"Organizations needing rapid audit completion, given the six-week timeline"}],"citations":{"source_mix":{"company_owned":26,"independent":3,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":6},"total_sources":29,"unique_domain_count":11},"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 Audit Companies Overall","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","google"],"predicate":"final_consensus_rank","qualifier":"AI Search Audit Companies","subject":"Veza Digital","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Veza Digital","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":"Veza Digital","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":"Veza Digital","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Veza Digital","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-18","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Veza Digital","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Veza Digital","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/audit-companies/veza-digital.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/audit-companies/veza-digital","report_type":"fit_review","study_id":"AIMCI-STUDY-9307FE0478A8","title":"Veza Digital for AI Search Audit Companies: 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 09:46:51.061917+00","research_date":"2026-09-18","source_snapshot_sha256":"6d01e6bb7174c7afa13ef52570c9b4853573a9f9e521f9dcb8c8ca94ed20fc1d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":46,"qualified_finalists":10,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"Veza Digital is a good fit for B2B SaaS, fintech, and technology companies that want a human-led AI search visibility diagnostic with a fixed one-time price. Two of the seven platforms in this study named Veza Digital during the ranking stage, at an average listed rank of 5.5 and a best listed rank of 5. The strongest reason to consider it is the AI Search Visibility Audit: a $4,500 one-time engagement covering six AI platforms, 50–100 custom prompts, competitor benchmarking, and 30 days of tracking. The main limitation is that nearly all evidence is company-owned, and the audit is a…","target_buyer":"Companies seeking AI Search Audit Companies across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["Recommendations","mentions","citations","important prompts","competitor performance","citation architecture","influential source domains","content and authority gaps","and practical opportunities for improvement"],"geography":"United States","slug":"best-ai-search-audit-companies-overall","title":"Best AI Search Audit Companies Overall","use_case":"AI Search Audit Companies"}}