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AI visibility and LLM monitoring platforms for ChatGPT Visibility Tracking Tools: 7-Platform AI Consensus Index"},"limitations":["Exactly 7 platforms were included in this run: openai, anthropic, deepseek, grok, perplexity, kimi, google. 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 07:23:42.682578+00","research_date":"2026-09-19","source_snapshot_sha256":"82497b0a5c67f1ea26752cee14153a3f8741b3430cbd9b1ee5b619f96d916bfe","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":37,"qualified_finalists":9,"ranking_unit":"Software tool or content optimization platform"},"schema_version":4,"summary":"Profound is the consensus leader for ChatGPT visibility tracking in this 7-platform study, named by 6 of 7 platforms (85.7% share) with an average listed position of 2.33 and a best position of 1. Otterly ties on mentions (6 of 7, 85.7%) but ranks lower on average position (5.67), making it the strongest low-cost alternative for small and midsize teams. Peec AI and Semrush AI Visibility Toolkit tie at 4 mentions each (57.1%) and an average position of 3.25, serving buyers who want multi-engine monitoring or an existing SEO suite. The study sent one standardized prompt once to each of 7…","target_buyer":"Companies that specifically need to monitor or improve visibility in ChatGPT responses","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Recommendation tracking","citation tracking where available","prompt-level analysis","competitive benchmarking","and historical reporting"],"geography":"United States","slug":"best-chatgpt-visibility-tracking-tools","title":"Best ChatGPT Visibility Tracking Tools","use_case":"ChatGPT Visibility Tracking Tools"}}