{"citations":{"source_mix":{"company_owned":42,"independent":4,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":28,"partial":4},"total_sources":46,"unique_domain_count":14},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Search Audits for Ecommerce Brands","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Search Audits for Ecommerce Brands","subject":"Yotpo Discover","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Yotpo Discover","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Yotpo Discover","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Yotpo Discover","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Yotpo Discover","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.6666666666666667,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Yotpo Discover","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/ecommerce-audits/yotpo-discover.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/ecommerce-audits/yotpo-discover","report_type":"fit_review","study_id":"AIMCI-STUDY-09E99EC6F2F5","title":"Yotpo Discover for AI Search Audits for Ecommerce Brands: AI Consensus Fit Review"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"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 11:30:33.112137+00","research_date":"2026-09-18","source_snapshot_sha256":"699587b5753286b660ce644c4f9d7912362bf2f12fa5816eeb78231e183752e3","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 a good fit for established US ecommerce brands that want AI-search visibility measurement tied to an execution layer, but it is not a neutral, audit-only provider. Three of seven platforms named it during ranking discovery (anthropic, grok, perplexity), at an average listed rank of 1.67 and a best rank of 1. The strongest reason to consider it is its commerce-native architecture: SKU- and category-level tracking across ChatGPT, Gemini, Google AI Mode, and onsite assistants, paired with three agents that act on findings (, anthropic:cit-1, ). The main limitation 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"}}