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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":"2026-09-17 08:46:57.352382+00","research_date":"2026-09-17","source_snapshot_sha256":"33c072c3e322c7d48e9500966702d5a8a09c440839f6315763c281ba0691ea9c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":10,"ranking_unit":"Software tool or content optimization platform"},"schema_version":4,"summary":"OtterlyAI is the consensus leader for AI source mapping tools in this 7-platform study, named by 5 of 7 platforms (71.4%) at an average listed position of 2.4 and a best position of 1. Profound ranks second on the same 5-of-7 mention count but a weaker average position of 3.4, and Peec AI ranks third with 4 mentions (57.1%) and the strongest average position in the field at 1.75. Buyers with distinct needs should look elsewhere within the shortlist: Trakkr for prompt-to-citation gap workflows, Semrush AI Visibility Toolkit for teams already inside the Semrush SEO ecosystem, and AthenaHQ for…","target_buyer":"Marketing team seeking AI Source Mapping Tools across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI citation and authority building","category_criteria":["Domain-level and URL-level citation data","prompt mapping","competitor analysis","platform differences","historical trends","and a way to understand how those sources fit into the broader citation architecture"],"geography":"United States","slug":"best-ai-source-mapping-tools","title":"Best AI Source Mapping Tools","use_case":"AI Source Mapping Tools"}}