{"citations":{"source_mix":{"company_owned":17,"independent":19,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":4},"total_sources":36,"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 Competitive Benchmarking","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","google","grok"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Competitive Benchmarking","subject":"Ahrefs Brand Radar","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","google","grok"],"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":["openai","deepseek","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ahrefs Brand Radar","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ahrefs Brand Radar","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 Brand Radar","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.666666666666667,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Ahrefs Brand Radar","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/competitive-benchmarking/ahrefs-brand-radar.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/competitive-benchmarking/ahrefs-brand-radar","report_type":"fit_review","study_id":"AIMCI-STUDY-C5D9DECFDCC1","title":"Ahrefs Brand Radar for AI Visibility Platforms for Competitive Benchmarking: 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 11:20:16.779378+00","research_date":"2026-09-19","source_snapshot_sha256":"da22585b50ba5f88eee8f4eddb62600abf5c32e89784f2d9459ececee314666b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Ahrefs Brand Radar is a mixed-to-good fit for AI visibility competitive benchmarking, but only for buyers who already use Ahrefs or want broad, search-backed market benchmarking. Three of seven platforms named it during ranking discovery (deepseek, google, grok), and fit ratings split: three \"good,\" three \"mixed,\" one \"weak.\" Its strongest asset is a large modeled prompt database (reported between 199M and 475M monthly prompts) with AI Share of Voice, citation, and competitor comparisons. The main limitation is that it is an add-on to a paid Ahrefs plan, with conflicting published pricing,…","target_buyer":"Companies seeking AI Visibility Platforms for Competitive Benchmarking across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Recommendation share","citation share","prompt-level performance","platform differences","historical trends","and clear competitive reporting"],"geography":"United States","slug":"best-ai-visibility-platforms-for-competitive-benchmarking","title":"Best AI Visibility Platforms for Competitive Benchmarking","use_case":"AI Visibility Platforms for Competitive Benchmarking"}}