{"citations":{"source_mix":{"company_owned":22,"independent":26,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":46,"partial":1},"total_sources":48,"unique_domain_count":25},"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 Measurement and Strategy","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Measurement and Strategy","subject":"Ahrefs","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","kimi","openai"],"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","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ahrefs","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ahrefs","unit":"platforms","value":3},{"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":7,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Ahrefs","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/measurement-strategy/ahrefs.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/measurement-strategy/ahrefs","report_type":"fit_review","study_id":"AIMCI-STUDY-D09991654246","title":"Ahrefs for AI Visibility Platforms for Measurement and Strategy: 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.","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 15:28:55.789551+00","research_date":"2026-09-19","source_snapshot_sha256":"d7258f2b776f40eec764fe6f366a0b264d81910a4ba111cab0f7fb620a05709b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":37,"qualified_finalists":7,"ranking_unit":"Strategy, solution provider, or implementation partner"},"schema_version":4,"summary":"Ahrefs is a good fit for AI visibility measurement and strategy when the buyer is an SEO-led team that wants brand mention, citation, and competitor benchmarking data inside an existing Ahrefs workflow. Four of seven platforms named Ahrefs during ranking discovery, at an average listed rank of 7.0 and a best rank of 4. Its strongest asset is Brand Radar's large search-backed prompt index combined with Ahrefs' keyword, backlink, and web-visibility data. The main limitation is that Brand Radar is a measurement and research layer, not a complete GEO/AEO execution or attribution system, and…","target_buyer":"Companies seeking AI Visibility Platforms for Measurement and Strategy across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Recommendation and citation tracking","competitor benchmarking","citation architecture analysis","source-gap identification","historical reporting","and an actionable GEO/AEO strategy"],"geography":"United States","slug":"best-ai-visibility-platforms-for-measurement-and-strategy","title":"Best AI Visibility Platforms for Measurement and Strategy","use_case":"AI Visibility Platforms for Measurement and Strategy"}}