{"citations":{"source_mix":{"company_owned":14,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":3},"total_sources":36,"unique_domain_count":26},"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 Small Businesses","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Small Businesses","subject":"Ahrefs Brand Radar","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Ahrefs Brand Radar","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ahrefs Brand Radar","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ahrefs Brand Radar","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Ahrefs Brand Radar","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Ahrefs Brand Radar","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/small-businesses/ahrefs-brand-radar.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/small-businesses/ahrefs-brand-radar","report_type":"fit_review","study_id":"AIMCI-STUDY-7C95A2F132A2","title":"Ahrefs Brand Radar for AI Visibility Platforms for Small Businesses: 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.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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 09:10:55.588429+00","research_date":"2026-09-19","source_snapshot_sha256":"cc48e1fb50a5d42c49828077ce076b0b473623454616fff75ac8da5725b7d2f6","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":8,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Ahrefs Brand Radar is a mixed fit for small businesses seeking affordable AI visibility tracking. Two of seven platforms named it during ranking discovery, at an average listed rank of 7.0 (best rank 6, final rank 8). Its strongest reason to consider it is the combination of a large search-backed prompt database, competitor share-of-voice benchmarking, and Custom Prompts for tracking specific buyer questions — especially valuable for businesses already paying for Ahrefs. The main limitation is cost and dependency: realistic all-in pricing runs roughly $328–$828 per month, several independent…","target_buyer":"Small businesses that need affordable, practical AI search or content optimization support without a large SEO team","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Straightforward tracking","useful competitor comparisons","understandable reports","and reasonable pricing"],"geography":"United States","slug":"best-ai-visibility-platforms-for-small-businesses","title":"Best AI Visibility Platforms for Small Businesses","use_case":"AI Visibility Platforms for Small Businesses"}}