{"buyer_scenarios":[{"fit":"best_suited","scenario":"B2B teams validating visibility across vendor-discovery and comparison prompts (openai, anthropic)."},{"fit":"best_suited","scenario":"Marketing teams benchmarking brand mentions, competitor presence, rankings, sentiment, share of voice, and cited domains (openai, anthropic, perplexity)."},{"fit":"best_suited","scenario":"Organizations needing daily tracking, historical trend analysis, exports, Looker Studio, API, or MCP access (openai, anthropic)."},{"fit":"best_suited","scenario":"Agencies managing multiple client brands with limited initial prompt tracking needs (anthropic, google)."},{"fit":"not_best_suited","scenario":"Teams needing more than 15 tracked prompts at the lowest price point (openai, anthropic)."},{"fit":"not_best_suited","scenario":"Buyers requiring all major engines, including Claude, Gemini, or Google AI Mode, without paid add-ons (openai, anthropic, google)."},{"fit":"not_best_suited","scenario":"Enterprise procurement requiring confirmed SSO, custom terms, dedicated support, or custom prompt-volume commitments before purchase (openai)."},{"fit":"not_best_suited","scenario":"Teams seeking independent validation that reported visibility changes translate into pipeline or revenue outcomes (openai, anthropic)."}],"citations":{"source_mix":{"company_owned":22,"independent":28,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":11},"total_sources":50,"unique_domain_count":31},"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 B2B Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for B2B Companies","subject":"Otterly.AI","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Otterly.AI","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Otterly.AI","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Otterly.AI","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":"Otterly.AI","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.25,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Otterly.AI","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/b2b-companies/otterly-ai.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/b2b-companies/otterly-ai","report_type":"fit_review","study_id":"AIMCI-STUDY-AE4511673181","title":"Otterly.AI for AI Visibility Platforms for B2B Companies: 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 09:23:50.9649+00","research_date":"2026-09-19","source_snapshot_sha256":"62abc1f786986952b0d344599b464691fcf766ab0c72d23a60f8af937eec2d77","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":37,"qualified_finalists":9,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Otterly.AI is a good fit for B2B marketing and revenue teams that need prompt-level AI visibility monitoring, competitor benchmarking, citation intelligence, historical tracking, and exportable reporting. Four of the seven platforms in this study named Otterly.AI during the ranking stage, at an average listed rank of 5.25 and a best rank of 3. The strongest reason to consider it is functional alignment: it tracks buying-journey prompts across ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot, with Claude, Gemini, and Google AI Mode available as paid add-ons. The main limitation…","target_buyer":"B2B marketing and revenue teams focused on vendor discovery, buying-journey prompts, and competitor comparisons","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Prompt-level recommendation data","competitor analysis","citation intelligence","historical tracking","and reporting that reflects a B2B buying journey"],"geography":"United States","slug":"best-ai-visibility-platforms-for-b2b-companies","title":"Best AI Visibility Platforms for B2B Companies","use_case":"AI Visibility Platforms for B2B Companies"}}