{"citations":{"source_mix":{"company_owned":21,"independent":26,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":40,"partial":6},"total_sources":47,"unique_domain_count":33},"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":["anthropic","deepseek","google","grok","openai"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Small Businesses","subject":"SE Ranking","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","google","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"SE Ranking","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","deepseek","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"SE Ranking","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"SE Ranking","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"SE Ranking","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"SE Ranking","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/small-businesses/se-ranking.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/small-businesses/se-ranking","report_type":"fit_review","study_id":"AIMCI-STUDY-FBE2D16C340E","title":"SE Ranking 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.","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 09:00:27.622565+00","research_date":"2026-09-19","source_snapshot_sha256":"110f2cb2dd7705eadf486480d498e279bda05d6e7ec5c289e218beea44848957","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":8,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"SE Ranking is a good fit for a small U.S. business that wants AI visibility monitoring bundled with conventional SEO tools, understandable competitor comparisons, and published plan limits. Five of seven platforms named SE Ranking during ranking discovery, and six of seven fit evaluations rated it \"good\" for this use case, with one \"mixed\" and one \"uncertain.\" The strongest reason to consider it is the combination of daily prompt tracking, AI competitor research, and traditional rank tracking in one dashboard at a mid-market price. The main limitation is configuration complexity: base plans,…","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"}}