{"citations":{"source_mix":{"company_owned":28,"independent":16,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":35,"partial":8},"total_sources":44,"unique_domain_count":23},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Visibility Platforms for Citation Architecture Analysis","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Citation Architecture Analysis","subject":"Semrush AI Toolkit","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Semrush AI Toolkit","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Semrush AI Toolkit","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Semrush AI Toolkit","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Semrush AI Toolkit","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Semrush AI Toolkit","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.6666666666666665,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Semrush AI Toolkit","platform_mentions":3,"platform_share":0.5}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/citation-architecture/semrush-ai-toolkit.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/citation-architecture/semrush-ai-toolkit","report_type":"fit_review","study_id":"AIMCI-STUDY-566B14D36A7D","title":"Semrush AI Toolkit for AI Visibility Platforms for Citation Architecture Analysis: 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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"AI Marketing Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","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 12:36:34.889982+00","research_date":"2026-09-19","source_snapshot_sha256":"de0f28905557d777b3ef667f1af596ba81022cdbb6daefa4b92506ad664bb8d5","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":37,"qualified_finalists":7,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Semrush AI Toolkit is a qualified but contested fit for citation architecture analysis. Three of six included platforms named it during ranking discovery — a 50% share — at an average listed rank of 3.67 and a best rank of 2 (deepseek, grok, perplexity). The strongest reason to consider it is documented domain- and URL-level citation reporting inside an existing SEO workflow . The main limitation is that platform fit ratings split between \"good,\" \"mixed,\" \"strong,\" and \"uncertain,\" and no platform confirmed a dedicated first-party-versus-third-party source map, ranked repeated-domain report,…","target_buyer":"Companies seeking AI Visibility Platforms for Citation Architecture Analysis across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Which first-party and third-party sources AI systems rely upon","which domains appear repeatedly","which sources support competitor recommendations","where the company's authority gaps exist","and how that source ecosystem changes over time"],"geography":"United States","slug":"best-ai-visibility-platforms-for-citation-architecture-analysis","title":"Best AI Visibility Platforms for Citation Architecture Analysis","use_case":"AI Visibility Platforms for Citation Architecture Analysis"}}