{"citations":{"source_mix":{"company_owned":23,"independent":15,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":7},"total_sources":38,"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 Competitive Benchmarking","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Competitive Benchmarking","subject":"Amplitude AI Visibility","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Amplitude AI Visibility","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Amplitude AI Visibility","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Amplitude AI Visibility","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Amplitude AI Visibility","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":6,"name":"Amplitude AI Visibility","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/competitive-benchmarking/amplitude-ai-visibility.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/competitive-benchmarking/amplitude-ai-visibility","report_type":"fit_review","study_id":"AIMCI-STUDY-D655B1946B24","title":"Amplitude AI Visibility for AI Visibility Platforms for Competitive Benchmarking: 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 11:23:09.972375+00","research_date":"2026-09-19","source_snapshot_sha256":"451f728a5981cd67eb590f83c206916b8ecdebdf47db6a31802072cd2883bae1","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Amplitude AI Visibility is a good fit for competitive benchmarking if the buyer already uses Amplitude Analytics or wants AI-visibility data tied to traffic, conversion, and revenue. Two of seven platforms named it during ranking discovery, at an average listed rank of 3.0 and a best rank of 2. Its strongest asset is prompt-, topic-, and competitor-level benchmarking joined to Amplitude's behavioral analytics. Its main limitation is narrow verified platform coverage: the current product FAQ names only ChatGPT and Google AI Overview, while launch materials used broader \"major LLMs\" language.…","target_buyer":"Companies seeking AI Visibility Platforms for Competitive Benchmarking across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Recommendation share","citation share","prompt-level performance","platform differences","historical trends","and clear competitive reporting"],"geography":"United States","slug":"best-ai-visibility-platforms-for-competitive-benchmarking","title":"Best AI Visibility Platforms for Competitive Benchmarking","use_case":"AI Visibility Platforms for Competitive Benchmarking"}}