{"citations":{"source_mix":{"company_owned":10,"independent":27,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":3},"total_sources":37,"unique_domain_count":28},"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 Tracking Recommendation Share","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Tracking Recommendation Share","subject":"Ahrefs Brand Radar","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Ahrefs Brand Radar","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ahrefs Brand Radar","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","deepseek","grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ahrefs Brand Radar","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.333333333333333,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Ahrefs Brand Radar","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/recommendation-share/ahrefs-brand-radar.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/recommendation-share/ahrefs-brand-radar","report_type":"fit_review","study_id":"AIMCI-STUDY-31482451C9A8","title":"Ahrefs Brand Radar for AI Visibility Platforms for Tracking Recommendation Share: 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 13:48:10.159815+00","research_date":"2026-09-19","source_snapshot_sha256":"15e6e409e5d8f06d45822de51a100b3c5c7fdd2676fa9b4367b17d91299491c7","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":34,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Ahrefs Brand Radar is a mixed fit for tracking AI recommendation share. Three of seven platforms named it during the ranking stage (43% of included platform responses), at an average listed rank of 4.3 and a best rank of 4. Its strongest case is platform-by-platform AI visibility, AI Share of Voice, competitor benchmarking, and Custom Prompts for exact buyer questions inside an existing Ahrefs workflow. The main limitation is that public documentation emphasizes mentions, citations, and share of voice rather than structured recommendation position or ranked recommendation share, so buyers…","target_buyer":"Companies seeking AI Visibility Platforms for Tracking Recommendation Share across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Recommendation-level data rather than simple brand mentions","with platform-by-platform results","recommendation position","historical trends","and competitor comparisons"],"geography":"United States","slug":"best-ai-visibility-platforms-for-tracking-recommendation-share","title":"Best AI Visibility Platforms for Tracking Recommendation Share","use_case":"AI Visibility Platforms for Tracking Recommendation Share"}}