{"citations":{"source_mix":{"company_owned":26,"independent":19,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":4},"total_sources":45,"unique_domain_count":22},"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 Source Intelligence","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Source Intelligence","subject":"Semrush AI Visibility Toolkit","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Semrush AI Visibility Toolkit","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Semrush AI Visibility Toolkit","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Semrush AI Visibility Toolkit","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.25,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Semrush AI Visibility Toolkit","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/source-intelligence/semrush-ai-visibility-toolkit.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/source-intelligence/semrush-ai-visibility-toolkit","report_type":"fit_review","study_id":"AIMCI-STUDY-401917C0CC1D","title":"Semrush AI Visibility Toolkit for AI Visibility Platforms for Source Intelligence: 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 13:09:11.982475+00","research_date":"2026-09-19","source_snapshot_sha256":"927c11dd39dcb6f602a04035ed83effd0e89c270e752df61f76643b2ed7a7e59","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Semrush AI Visibility Toolkit is a good fit for marketing teams that already use Semrush SEO and want AI citation, prompt, and competitor data in the same workflow. Four of seven platforms named it during ranking discovery, and six of seven rated it a good fit for this use case. Its strongest advantage is combining source-level citation tracking with traditional SEO, domain, and competitor research. The main limitation is that public documentation does not fully specify source-influence methodology, historical retention, or sampling, and engine coverage differs between Semrush's own pages…","target_buyer":"Marketing team seeking AI Visibility Platforms for Source Intelligence across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Source-level citation data","domain analysis","prompt mapping","competitor comparisons","historical changes","and enough context to understand which sources may influence AI recommendations"],"geography":"United States","slug":"best-ai-visibility-platforms-for-source-intelligence","title":"Best AI Visibility Platforms for Source Intelligence","use_case":"AI Visibility Platforms for Source Intelligence"}}