{"citations":{"source_mix":{"company_owned":18,"independent":30,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":13},"total_sources":48,"unique_domain_count":35},"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","google","grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Small Businesses","subject":"OtterlyAI","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","google","grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"OtterlyAI","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"OtterlyAI","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"OtterlyAI","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"OtterlyAI","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"OtterlyAI","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/small-businesses/otterlyai.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/small-businesses/otterlyai","report_type":"fit_review","study_id":"AIMCI-STUDY-92F9B5324DDD","title":"OtterlyAI 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 08:57:35.611128+00","research_date":"2026-09-19","source_snapshot_sha256":"ba1a0fad4628ed8e8aa8b599f0a831a355e1a3a487aa790716b46c7cef8a1952","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":8,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"OtterlyAI is a good fit for small businesses that want affordable, self-serve AI visibility tracking. Five of seven platforms named it during the ranking stage, and it ranked first on every platform that listed it. The strongest reason to consider it is the $29/month Lite plan, which independent reviewers describe as one of the lowest credible entry points in the category. The main limitation is capacity: Lite includes only 15 search prompts, and the next self-serve tier jumps to $189/month. Additional engines such as Gemini, Google AI Mode, and Claude are paid add-ons, so true cost of…","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"}}