{"citations":{"source_mix":{"company_owned":24,"independent":18,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":5},"total_sources":42,"unique_domain_count":20},"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 LLM Monitoring Platforms","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"LLM Monitoring Platforms","subject":"Wellows","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Wellows","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Wellows","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Wellows","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Wellows","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Wellows","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/llm-monitoring/wellows.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/llm-monitoring/wellows","report_type":"fit_review","study_id":"AIMCI-STUDY-3F869DE1439F","title":"Wellows 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.","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.","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 06:36:52.661286+00","research_date":"2026-09-19","source_snapshot_sha256":"3f7bbff34a969cfb19e1111168351ab47cd4feb2564e0b46a8904edf255d3afb","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":42,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Wellows is a good fit for a US marketing team that needs cross-platform AI-search visibility, prompt tracking, competitor citation analysis, historical reporting, and action-oriented content or outreach workflows. Two of seven platforms named Wellows during the ranking stage, at an average listed rank of 5.5 and a best rank of 4. The strongest reason to consider it is stated five-engine coverage (ChatGPT, Gemini, Perplexity, Google AI Overviews, Google AI Mode) with daily prompt tracking and competitor-relative citation reporting. The main limitation is that it is not an engineering-grade…","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"}}