{"citations":{"source_mix":{"company_owned":33,"independent":10,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":6},"total_sources":43,"unique_domain_count":12},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Visibility Platforms for Ecommerce Brands","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Ecommerce Brands","subject":"Yotpo Discover","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","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":"2026-09-19","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":"2026-09-19","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":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Yotpo Discover","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Yotpo Discover","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/ecommerce-brands/yotpo-discover.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/ecommerce-brands/yotpo-discover","report_type":"fit_review","study_id":"AIMCI-STUDY-149956321979","title":"Yotpo Discover for AI Visibility Platforms 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":"2026-09-19 09:53:30.537908+00","research_date":"2026-09-19","source_snapshot_sha256":"263ceb2346353b819e92a2eeb340a1b6ddf67c5a748cc453756c5dd3e1f11022","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":40,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Yotpo Discover is a good fit for established U.S. ecommerce brands (roughly $10M+ annual GMV) that want catalog-level AI visibility monitoring, competitor discovery, prompt-level tracking, and execution agents in one platform. Three of seven platforms named it during the ranking stage — Anthropic, Grok, and Perplexity — and each listed it at rank 1. The strongest reason to consider it is its commerce-native architecture: it ties AI visibility work to real product catalogs, reviews, loyalty, and UGC data rather than generic keyword tracking. The main limitation is opacity: pricing is…","target_buyer":"Ecommerce brands competing in product discovery, comparison, review, and purchase-intent AI search prompts","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Competitor monitoring","prompt-level visibility","recommendation tracking","citation analysis","and historical reporting"],"geography":"United States","slug":"best-ai-visibility-platforms-for-ecommerce-brands","title":"Best AI Visibility Platforms for Ecommerce Brands","use_case":"AI Visibility Platforms for Ecommerce Brands"}}