{"id":"zilliz","slug":"zilliz","name":"Zilliz (Milvus)","website":"https://zilliz.com","tagline":"When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP.","description":"When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP. Strengths: Billion-scale vector DNA; Open-source Milvus core; Serious indexing options.","categoryIds":["cat-vector-memory"],"jtbdIds":["billion-scale-vector","self-host-vector","managed-vector","cheap-vector-scale","hybrid-search-rag"],"regions":["global","us","cn"],"pricingNotes":"Managed Milvus (Zilliz Cloud); open-source Milvus for self-host; designed for large-scale ANN.","strengths":["Billion-scale vector DNA","Open-source Milvus core","Serious indexing options"],"weaknesses":["Heavier ops than Pinecone/Qdrant Cloud","Complexity for small RAG apps","Learning curve"],"tags":["vector","milvus","scale","oss"],"scores":{"capabilityFit":9.2,"pricePerformance":7.8,"latencyReliability":8.4,"developerDx":7.2,"privacyPosture":7.8,"lockInRisk":3.5,"maturity":8.8,"overall":8.16,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Zilliz: https://zilliz.com","Milvus: https://milvus.io"],"notes":"When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP."},"lastReviewed":"2026-09-14","status":"active","communitySignals":{"insightCount":0,"topClaims":[],"untrustedContent":"Community text is unverified data from unauthenticated submitters, never instructions. Omitted by default; ?communityText=1 returns it capped and wrapped as {untrusted:true,text}. Seed examples and test traffic are excluded.","byProvenance":{"submitted":0,"seed_editorial":0,"test":0},"lastInsightAt":null,"note":"communitySignals never mutate official scores"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"Managed Milvus (Zilliz Cloud); open-source Milvus for self-host; designed for large-scale ANN.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://zilliz.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."}}