{"citations":{"source_mix":{"company_owned":27,"independent":20,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":39,"partial":8},"total_sources":47,"unique_domain_count":24},"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 Solutions for Understanding Why Competitors Get Recommended","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","google"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Solutions for Understanding Why Competitors Get Recommended","subject":"Semrush AI Toolkit","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Semrush AI Toolkit","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Semrush AI Toolkit","unit":"platforms","value":5},{"claim_id":"claim-005","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-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Semrush AI Toolkit","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Semrush AI Toolkit","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/why-competitors-get-recommended/semrush-ai-toolkit.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/why-competitors-get-recommended/semrush-ai-toolkit","report_type":"fit_review","study_id":"AIMCI-STUDY-12EFD7F150BA","title":"Semrush AI Toolkit for AI Visibility Solutions for Understanding Why Competitors Get Recommended: 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 14:47:40.891783+00","research_date":"2026-09-19","source_snapshot_sha256":"13d2580316222a055272910e3c7262c8a0392a2281c1842186f8c2743f19ae5b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":41,"qualified_finalists":10,"ranking_unit":"Software, service, or advisory solution provider"},"schema_version":4,"summary":"Semrush AI Toolkit is a good fit for measuring where competitors get recommended in AI answers, but only a partial fit for explaining why. Two of seven platforms named it during ranking discovery, at an average listed rank of 5.5 and a best rank of 3. Its strongest asset for this use case is the Competitor Research report, which surfaces topic, prompt, and source gaps against up to four competitors with up to six months of historical trend data. The main limitation is causal diagnosis: independent reviewers say the toolkit reports where competitors win but does not systematically explain…","target_buyer":"Company or marketing team seeking AI Visibility Solutions for Understanding Why Competitors Get Recommended","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["A solution that can measure recommendation gaps","identify the prompts where competitors win","analyze the citations and source architecture surrounding those answers","benchmark competitors historically","and help identify actionable reasons for the difference"],"geography":"United States","slug":"best-ai-visibility-solutions-for-understanding-why-competitors-get-recommended","title":"Best AI Visibility Solutions for Understanding Why Competitors Get Recommended","use_case":"AI Visibility Solutions for Understanding Why Competitors Get Recommended"}}