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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":"2026-09-18 11:49:13.970553+00","research_date":"2026-09-18","source_snapshot_sha256":"78717d6123172d013a368a482663bf34a4f2a0eba3f179e00b416f6bd23cae91","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":49,"qualified_finalists":8,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"Yotpo Discover is the consensus leader for AI search audits aimed at ecommerce brands, named by 3 of 7 platforms at an average listed position of 1.67 and a best position of 1. Profound ranks second on the same 3-of-7 mention count but a weaker average position of 2.33, and it carries an unresolved official-domain conflict that buyers must verify. For distinct buyer needs, Search.ai is the strongest one-time, fixed-scope diagnostic; Scrunch AI is the strongest citation-and-source architecture monitor; Semrush is the strongest fit for teams already running SEO in one suite; Triple Whale is…","target_buyer":"Ecommerce brands competing in product discovery, comparison, review, and purchase-intent AI search prompts","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["An audit covering recommendation visibility","competitor presence","product citations","influential publishers and sources","citation architecture","category authority","and opportunities to improve AI discovery"],"geography":"United States","slug":"best-ai-search-audits-for-ecommerce-brands","title":"Best AI Search Audits for Ecommerce Brands","use_case":"AI Search Audits for Ecommerce Brands"}}