{"citations":{"source_mix":{"company_owned":30,"independent":10,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":4},"total_sources":41,"unique_domain_count":14},"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":["google","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Ecommerce Brands","subject":"Surfient","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["google","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Surfient","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Surfient","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Surfient","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Surfient","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Surfient","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Surfient","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/ecommerce-brands/surfient.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/ecommerce-brands/surfient","report_type":"fit_review","study_id":"AIMCI-STUDY-E7886185134D","title":"Surfient 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 10:05:29.733919+00","research_date":"2026-09-19","source_snapshot_sha256":"2de7061d710e847f6d361ce79395367ebe881812b5862cec7734940d53f7c241","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":40,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Surfient is a good fit for Shopify-based ecommerce brands that want low-cost, integrated AI visibility monitoring, competitor tracking, citation analysis, and AI-attributed traffic reporting. Two of the seven platforms in this study named Surfient during the ranking stage — Google (rank 5) and Kimi (rank 1) — giving it an average listed rank of 3.0 and a best rank of 1. The strongest reason to consider it is the Shopify-native combination of catalog auditing, AI-ready file publishing, weekly citation tracking, and AI Traffic Attribution at a published $39/month Premium price. The main…","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"}}