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Tracking: 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 11:52:56.369966+00","research_date":"2026-09-19","source_snapshot_sha256":"bfcd78c172e00406c0379c58438c88338fbbf39a0e94c8546bffc13d1ec64589","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Semrush ranks first in this 7-platform consensus index for AI visibility platforms built around recommendation tracking, named by 5 of 7 platforms (71.4%) at an average listed position of 5.2. Profound is the strongest alternative for teams that need multi-engine coverage, competitive benchmarking, and 18-month historical trend data, and it holds the best average listed position in the study (1.25). Peec AI, OtterlyAI, and Ahrefs follow as distinct fits for e-commerce SKU-level recommendation tracking, low-cost entry monitoring, and SEO-integrated AI visibility respectively. The study sent…","target_buyer":"Company or marketing team seeking AI Visibility Platforms for Recommendation Tracking","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Distinguish recommendations from simple mentions or citations","measure recommendation coverage and position","benchmark competitors","and track changes over time"],"geography":"United States","slug":"best-ai-visibility-platforms-for-recommendation-tracking","title":"Best AI Visibility Platforms for Recommendation Tracking","use_case":"AI Visibility Platforms for Recommendation Tracking"}}