{"citations":{"source_mix":{"company_owned":18,"independent":17,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":28,"partial":4},"total_sources":35,"unique_domain_count":21},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Visibility Platforms for CMOs","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","google","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for CMOs","subject":"Ahrefs","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","google","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Ahrefs","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ahrefs","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ahrefs","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Ahrefs","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.25,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Ahrefs","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/cmos/ahrefs.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/cmos/ahrefs","report_type":"fit_review","study_id":"AIMCI-STUDY-4F0702BE42B1","title":"Ahrefs for AI Visibility Platforms for CMOs: 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":"2026-09-19 10:53:55.650409+00","research_date":"2026-09-19","source_snapshot_sha256":"dc8e8c17cacfcd692dfea8c8162d2243d7cb59a1bca8615dfca31a8f9f0ed7fb","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":42,"qualified_finalists":9,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Ahrefs is a good fit for CMOs who already run Ahrefs for SEO and want AI visibility layered into an existing search intelligence workflow. Four of seven platforms named Ahrefs during the ranking stage (57% of included platform responses), with an average listed rank of 5.25 and a best rank of 4. Its strongest asset is Brand Radar's search-backed prompt corpus combined with competitor benchmarking, citation tracking, and cross-channel SEO context. The main limitation is packaging and pricing opacity: public Ahrefs materials conflict on whether Brand Radar is standalone, an add-on, or both,…","target_buyer":"CMOs and senior marketing leaders needing board-ready AI search visibility and competitive intelligence","topic":{"base_category":"AI visibility and LLM monitoring platforms","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-visibility-platforms-for-cmos","title":"Best AI Visibility Platforms for CMOs","use_case":"AI Visibility Platforms for CMOs"}}