{"citations":{"source_mix":{"company_owned":18,"independent":16,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":3},"total_sources":34,"unique_domain_count":15},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-17","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Source Mapping Tools","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-17","platform_support":["anthropic","google","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Source Mapping Tools","subject":"Semrush AI Visibility Toolkit","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-17","platform_support":["anthropic","google","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":"2026-09-17","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Semrush AI Visibility Toolkit","unit":"platforms","value":7}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.75,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Semrush AI Visibility Toolkit","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-citation-authority-building/source-mapping-tools/semrush-ai-visibility-toolkit.json","page_url":"https://aimarketingconsensusindex.com/ai-citation-authority-building/source-mapping-tools/semrush-ai-visibility-toolkit","report_type":"fit_review","study_id":"AIMCI-STUDY-9A7D58CC1B8D","title":"Semrush AI Visibility Toolkit for AI Source Mapping Tools: 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":"2026-09-17 08:33:39.325816+00","research_date":"2026-09-17","source_snapshot_sha256":"3f2481db5f92e18402804976a4c181289d261fbd5b00fa1f4c297684f98918fa","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":10,"ranking_unit":"Software tool or content optimization platform"},"schema_version":4,"summary":"Semrush AI Visibility Toolkit is a good fit for AI Source Mapping Tools when a marketing team needs domain-level and URL-level citation discovery, prompt tracking, competitor benchmarking, and historical trends inside an existing SEO workflow. Four of seven platforms named it during the ranking stage (57% of included platform responses), with an average listed rank of 4.75 and a best rank of 2. Its strongest advantage is cited-source reporting that maps individual URLs and domains to tracked prompts. The main limitation is that it monitors observed citations rather than modeling a causal…","target_buyer":"Marketing team seeking AI Source Mapping Tools across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI citation and authority building","category_criteria":["Domain-level and URL-level citation data","prompt mapping","competitor analysis","platform differences","historical trends","and a way to understand how those sources fit into the broader citation architecture"],"geography":"United States","slug":"best-ai-source-mapping-tools","title":"Best AI Source Mapping Tools","use_case":"AI Source Mapping Tools"}}