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The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a entity evidence bundle.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each entity bundle are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path.","Use the exact entity-namespaced citation IDs from the source catalog (e.g. e1:); never transfer a citation between entities."],"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 08:49:56.316043+00","research_date":"2026-09-19","source_snapshot_sha256":"c74f210ba91beca7e9155cf0583874399419a599136797dc6be84f165d5e0cdd","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":27,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"OtterlyAI is the consensus leader for mid-market AI visibility and LLM monitoring, named by 5 of 7 platforms (71.4% share) at an average listed position of 3.0 and a best position of 1. Profound ties on mentions (5 of 7, 71.4%) but ranks second on average position (4.2). Semrush AI Toolkit is the strongest alternative for teams already inside an SEO suite, Viali for teams wanting six-engine coverage plus content remediation, and Ahrefs AI Visibility (inferred) for existing Ahrefs subscribers. Seven platforms were studied — OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google —…","target_buyer":"Mid-market companies that need sophisticated AI search intelligence without enterprise-level complexity or cost","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Recommendation tracking","citation analysis","competitor benchmarking","prompt monitoring","historical trends","and actionable reporting"],"geography":"United States","slug":"best-ai-visibility-platforms-for-mid-market-companies","title":"Best AI Visibility Platforms for Mid-Market Companies","use_case":"AI Visibility Platforms for Mid-Market Companies"}}