{"citations":{"source_mix":{"company_owned":12,"independent":5,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":1},"total_sources":17,"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 White-Label AI Search Audit Services for Agencies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","google","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"White-Label AI Search Audit Services for Agencies","subject":"White Label IQ","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","google","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"White Label IQ","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"White Label IQ","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"White Label IQ","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"White Label IQ","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7.5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"White Label IQ","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/white-label-audits/white-label-iq.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/white-label-audits/white-label-iq","report_type":"fit_review","study_id":"AIMCI-STUDY-883DB0193CB7","title":"White Label IQ for White-Label AI Search Audit Services for Agencies: 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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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 13:04:32.455849+00","research_date":"2026-09-18","source_snapshot_sha256":"fe45cf2491d7939b6b9da2db8b40a7be96fe7b109d966238865c76c2228a8420","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":51,"qualified_finalists":10,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"White Label IQ is a good fit for agencies that want a managed, white-label AI visibility audit delivered under their own brand, but the fit is not clean. Four of seven platforms named it during ranking discovery, at an average listed rank of 7.5 and a best rank of 5 (openai, anthropic, kimi, perplexity). The strongest reason to consider it is its explicit agency-only, invisible white-label model combined with a documented audit scope covering AI visibility, citations, sentiment, competitor benchmarking, and technical readiness . The main limitation is commercial opacity: no public audit…","target_buyer":"Agencies that need white-label AI search, audit, visibility, or reporting capabilities for client delivery","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["Scalable prompt research","recommendation and citation analysis","competitor benchmarking","citation architecture analysis","clear reports","and ideally white-label or partner-friendly delivery"],"geography":"United States","slug":"best-white-label-ai-search-audit-services-for-agencies","title":"Best White-Label AI Search Audit Services for Agencies","use_case":"White-Label AI Search Audit Services for Agencies"}}