{"citations":{"source_mix":{"company_owned":24,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":3},"total_sources":36,"unique_domain_count":19},"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 Historical Trend Tracking","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 Historical Trend Tracking","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":["openai"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Ahrefs Brand Radar","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ahrefs Brand Radar","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ahrefs Brand Radar","unit":"platforms","value":2},{"claim_id":"claim-007","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":4.666666666666667,"best_rank":3,"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/historical-trend-tracking/ahrefs-brand-radar.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/historical-trend-tracking/ahrefs-brand-radar","report_type":"fit_review","study_id":"AIMCI-STUDY-B51709404D94","title":"Ahrefs Brand Radar for AI Visibility Platforms for Historical Trend Tracking: 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 14:05:49.276021+00","research_date":"2026-09-19","source_snapshot_sha256":"3074e84c07126454b8fa77de53490879e3000d9bd40633322082fe385dfb6eb6","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":8,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Ahrefs Brand Radar is a qualified fit for AI Visibility Platforms for Historical Trend Tracking, but the fit depends heavily on the buyer's tolerance for modeled, monthly-refreshed data. Three of seven platforms named it during the ranking stage (openai, anthropic, deepseek), and it finished sixth overall with an average listed rank of 4.67 and a best rank of 3. Its strongest reason to consider it is pre-collected historical AI response data reaching back to 2025 with no cold start, plus competitor and citation benchmarking inside an existing SEO suite. Its main limitation is that…","target_buyer":"Companies seeking AI Visibility Platforms for Historical Trend Tracking across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Historical recommendation data","citation trends","competitor movement","prompt-level changes","platform differences","and reliable snapshots that are not overwritten by newer results"],"geography":"United States","slug":"best-ai-visibility-platforms-for-historical-trend-tracking","title":"Best AI Visibility Platforms for Historical Trend Tracking","use_case":"AI Visibility Platforms for Historical Trend Tracking"}}