{"citations":{"source_mix":{"company_owned":10,"independent":23,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":28,"partial":4},"total_sources":33,"unique_domain_count":26},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best LLM Monitoring Platforms","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["google","grok"],"predicate":"final_consensus_rank","qualifier":"LLM Monitoring Platforms","subject":"AthenaHQ","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["google","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"AthenaHQ","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"AthenaHQ","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/llm-monitoring/athenahq.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/llm-monitoring/athenahq","report_type":"fit_review","study_id":"AIMCI-STUDY-5D98720E3918","title":"AthenaHQ for LLM Monitoring Platforms: 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.","6 of 7 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, 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_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 06:43:59.687901+00","research_date":"2026-09-19","source_snapshot_sha256":"91828a80368e0e47940434910c1dde38efa8d7b99ffbdc764148e5ed590e5c9e","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":42,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"AthenaHQ is a good fit for a U.S. marketing team that needs to monitor how AI answer systems discuss, cite, and recommend its brand and competitors. Two of the seven platforms in this study named AthenaHQ during the ranking stage, and six of seven returned a usable fit assessment. The strongest reason to consider it is purpose-built AI-search visibility monitoring with prompt tracking, competitor benchmarking, and marketing-oriented reporting on a self-serve paid tier. The main limitation is that public evidence is heavily vendor-controlled, pricing and plan details conflict across sources,…","target_buyer":"Marketing team seeking LLM Monitoring Platforms across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Multi-platform coverage","prompt tracking","competitive analysis","historical data","and useful reporting"],"geography":"United States","slug":"best-llm-monitoring-platforms","title":"Best LLM Monitoring Platforms","use_case":"LLM Monitoring Platforms"}}