{"citations":{"source_mix":{"company_owned":22,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":41,"partial":3},"total_sources":44,"unique_domain_count":26},"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 Enterprise AI Visibility Solutions for Data, Intelligence, and Execution","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","google","openai"],"predicate":"final_consensus_rank","qualifier":"Enterprise AI Visibility Solutions for Data, Intelligence, and Execution","subject":"Ahrefs","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Ahrefs","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","grok"],"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":["perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ahrefs","unit":"platforms","value":2},{"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},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Ahrefs","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.666666666666667,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Ahrefs","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/enterprise-intelligence-execution/ahrefs.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/enterprise-intelligence-execution/ahrefs","report_type":"fit_review","study_id":"AIMCI-STUDY-F392F51FEA84","title":"Ahrefs for Enterprise AI Visibility Solutions for Data, Intelligence, and Execution: 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.","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 15:43:43.857527+00","research_date":"2026-09-19","source_snapshot_sha256":"a5d7292ecbfa5027188048d59b41d50ee9ee3b8371b361a237fae1a2768ead22","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":10,"ranking_unit":"Software, service, or advisory solution provider"},"schema_version":4,"summary":"Ahrefs is a qualified but conditional fit for enterprise AI visibility programs. Three of seven platforms named Ahrefs during ranking discovery, at an average listed rank of 5.67 and a best rank of 5. Its strongest case is scale: Brand Radar's search-backed prompt index, citation-source reporting, competitor benchmarking, and API or Looker Studio distribution give large teams a credible measurement and intelligence layer. The main limitation is execution. Ahrefs surfaces visibility and citation signals but does not provide a verified enterprise operating layer for prioritization, content…","target_buyer":"Large enterprise teams managing multiple brands, markets, business units, competitors, or executive reporting needs","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Large-scale prompt research","recommendation tracking","citation intelligence","citation architecture mapping","competitor benchmarking","historical measurement","executive reporting","strategic interpretation","and implementation support"],"geography":"United States","slug":"best-enterprise-ai-visibility-solutions-for-data-intelligence-and-execution","title":"Best Enterprise AI Visibility Solutions for Data, Intelligence, and Execution","use_case":"Enterprise AI Visibility Solutions for Data, Intelligence, and Execution"}}