{"citations":{"source_mix":{"company_owned":20,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":28,"partial":4},"total_sources":32,"unique_domain_count":18},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Visibility Platforms for Citation Architecture Analysis","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","openai"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Citation Architecture Analysis","subject":"Ahrefs Brand Radar","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Ahrefs Brand Radar","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ahrefs Brand Radar","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","grok"],"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":"uncertain","subject":"Ahrefs Brand Radar","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Ahrefs Brand Radar","platform_mentions":3,"platform_share":0.5}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/citation-architecture/ahrefs-brand-radar.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/citation-architecture/ahrefs-brand-radar","report_type":"fit_review","study_id":"AIMCI-STUDY-D586F9AB57F6","title":"Ahrefs Brand Radar for AI Visibility Platforms for Citation Architecture Analysis: 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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"AI Marketing Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","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 12:35:55.5873+00","research_date":"2026-09-19","source_snapshot_sha256":"f6e5750ea12e585c6d1b7966408d9d8baa04c20115b45682ffd7dcbefb51b6c7","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":37,"qualified_finalists":7,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Ahrefs Brand Radar is a good fit for citation architecture analysis if the buyer already uses Ahrefs or needs broad, at-scale discovery of which pages and domains AI answers cite. Three of six platforms named it during ranking discovery, at an average listed rank of 3.0 and a best rank of 2. Its strongest asset is direct cited-page and cited-domain reporting plus competitor prompt-gap views. The main limitation is that public documentation emphasizes visibility measurement and source discovery rather than end-to-end source acquisition, causal attribution, or guaranteed coverage of every…","target_buyer":"Companies seeking AI Visibility Platforms for Citation Architecture Analysis across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Which first-party and third-party sources AI systems rely upon","which domains appear repeatedly","which sources support competitor recommendations","where the company's authority gaps exist","and how that source ecosystem changes over time"],"geography":"United States","slug":"best-ai-visibility-platforms-for-citation-architecture-analysis","title":"Best AI Visibility Platforms for Citation Architecture Analysis","use_case":"AI Visibility Platforms for Citation Architecture Analysis"}}