{"id":"mistral-embed--mistral-ai","name":"Mistral Embed","url":"https://mistral.ai/news/mistral-embed","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/mistral-embed--mistral-ai","family":"data","section":"Embedding & reranker services","sections":["Embedding & reranker services"],"tier":2,"last_verified_at":"2026-10-27","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":null,"cells":{"type":{"value":"Mistral embedding API","citation":"https://mistral.ai/news/mistral-embed","status":"real-data","tier":"T2","source_class":"vendor"},"desc":{"value":"Mistral AI's hosted embedding API — mistral-embed; available via Mistral La Plateforme and Azure AI.","citation":"https://mistral.ai/news/mistral-embed","status":"real-data","tier":"T2","source_class":"vendor"},"claims":{"value":"Mistral total funding ~€1.5B; valued ~€5.8B (2024).","citation":"https://mistral.ai/news/mistral-embed","status":"real-data","tier":"T2","source_class":"vendor"},"modalities":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"created":{"value":"2024","citation":"https://mistral.ai/news/mistral-embed","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"latest-release":{"value":"v3.5.0 (2026-10-25) — mistralai (PyPI)","citation":"https://pypi.org/project/mistralai/","status":"real-data","tier":"T2","last_verified_at":"2026-10-27","source_class":"registry"},"license":{"value":"proprietary; SDK Apache-2.0","citation":"https://github.com/mistralai/client-python","status":"real-data","tier":"T1","source_class":"repo"},"gh":{"value":"mistralai/client-python — ~775 stars, last commit 2026-10 (official Python SDK)","citation":"https://github.com/mistralai/client-python","status":"real-data","tier":"T1","last_verified_at":"2026-10-27","source_class":"repo"},"mindshare":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"citations":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"funding":{"value":"Mistral AI raised $640M Series B 2024-06 ($6B valuation; General Catalyst led); ~$1.07B total.","citation":"https://mistral.ai/news/series-b/","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"customers":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"pricing":{"value":"mistral-embed $0.10 per 1M tokens; Codestral Embed $0.15 per 1M tokens; batch API 50% cheaper","citation":"https://docs.mistral.ai/models/mistral-embed-23-12","status":"real-data","tier":"T2","source_class":"vendor"},"compliance":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"data-handling":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"deployment":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"hq":{"value":"Paris, France.","citation":"https://mistral.ai/about","status":"real-data","tier":"T2","source_class":"vendor"},"founders":{"value":"Arthur Mensch (CEO; ex-DeepMind), Guillaume Lample, Timothée Lacroix (both ex-Meta FAIR); founded 2023-05.","citation":"https://mistral.ai/about","status":"real-data","tier":"T2","source_class":"vendor"},"volume":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"perf":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"repro":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"code-release":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"api-surface":{"value":"REST API (/v1/embeddings, /v1/batch), Python SDK, TypeScript SDK","citation":"https://docs.mistral.ai/models/mistral-embed-23-12","status":"real-data","tier":"T2","source_class":"vendor"},"latency":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"throughput":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"backend-storage":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"multi-tenancy":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"encryption":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"sso-rbac":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"embedding-model":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"consistency":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"versioning":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"tombstoning":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"schema-evolution":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"namespace":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"contradiction":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"forgetting":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"mcp-support":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"a2a-support":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"otel":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"webhooks":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"import-export":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"integration-count":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"orchestration":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"programmatic-control":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"vendor-benchmarks":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"pricing-specifics":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"agent-abstraction":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"memory-primitives":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"llm-lock":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"runtimes":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"session-handling":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"validated-verticals":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"time-to-running":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"anti-fit":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"optimised-for":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"adjacent-infrastructure":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"pros":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cons":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"links":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"obs-langsmith":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-opentelemetry":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-datadog":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-helicone":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-weave":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-langfuse":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-arize":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-custom":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-token-budget":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-prompt-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-semantic-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-batching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-model-routing":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-streaming-only":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-observability-cost-attribution":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-langsmith-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-braintrust":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-weights-and-biases-agent":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-helicone-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-custom-test-harness":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-human-loop":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-production-traffic-replay":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"commit-trajectory":{"value":"not applicable — no GitHub repo","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"citation-trajectory":{"value":"not applicable — non-paper row","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"download-trajectory":{"value":"not applicable — not published as a package","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"cost-input-usd-per-mtok":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-output-usd-per-mtok":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-tier":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-pricing-model":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-last-verified":{"value":"searched not found","citation":"https://mistral.ai/news/mistral-embed","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"capability-composite-score":{"value":"not applicable — embedding API, not a capability-rankable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — embedding API, not a capability-rankable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — embedding API, not a capability-rankable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — embedding API, not a capability-rankable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — hosted embedding API, not a memory system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-anti-tags":{"value":"not applicable — hosted embedding API, not a memory system","citation":null,"status":"not-applicable","tier":"T3"},"adoption-accelerator":{"value":"","citation":null,"status":"no-data","tier":"T3"},"architecture-deployment-locus":{"value":"cloud","citation":"https://docs.mistral.ai/studio/knowledge-rag/embeddings","status":"real-data","tier":"T2","source_class":"vendor"},"licensing-bucket":{"value":"commercial","citation":"https://github.com/mistralai/client-python","status":"real-data","tier":"T1","source_class":"repo"},"positioning-platform-vs-product":{"value":"platform","citation":"https://docs.mistral.ai/studio/knowledge-rag/embeddings","status":"real-data","tier":"T2","source_class":"vendor"},"taxonomy-three-layer-rollup":{"value":"model-infra","citation":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/docs/schema/section-to-three-layer-rollup.json","status":"real-data","tier":"T1","source_class":"repo"},"developer-activity-opendigger":{"value":"{\"activity\":24.2,\"as_of\":\"2026-09\",\"openrank_12mo\":7.99,\"openrank_current\":3.96,\"participants\":11}","citation":"https://oss.open-digger.cn/github/mistralai/client-python/openrank.json","status":"real-data","tier":"T2","last_verified_at":"2026-10-28","source_class":"third-party"},"freshness-date":{"value":"2026-10-27","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/mistral-embed--mistral-ai","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"iso27001,iso27701,soc2-type2","citation":"https://trust.mistral.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"sdk-languages":{"value":"python,rest,typescript","citation":"https://docs.mistral.ai/resources/sdks","status":"real-data","tier":"T2","source_class":"vendor"},"protocol-support":{"value":"","citation":null,"status":"no-data","tier":"T3"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":19,"third_party_cells":1},"edges":{"outgoing":[{"source":"mistral-embed--mistral-ai","target":"mistral-large-2-mixtral-family--mistral-ai","type":"runtime-dependency","evidence":"available via Mistral La Plateforme and Azure AI.","citation":"https://mistral.ai/news/mistral-embed"}],"incoming":[{"source":"chroma--trychroma-com","target":"mistral-embed--mistral-ai","type":"integrates-with","evidence":"Chroma's docs have a Mistral Embed integration page.","citation":"https://docs.trychroma.com/integrations/embedding-models/mistral","verified_at":"2026-10-29"},{"source":"langchain-framework--langchain-com","target":"mistral-embed--mistral-ai","type":"integrates-with","evidence":"LangChain docs have a MistralAI embeddings integration page (MistralAIEmbeddings).","citation":"https://docs.langchain.com/oss/python/integrations/embeddings/mistralai","verified_at":"2026-10-29"},{"source":"langflow--gh-langflow-ai-langflow","target":"mistral-embed--mistral-ai","type":"integrates-with","evidence":"Langflow components bundle: MistralAI embeddings component.","citation":"https://docs.langflow.org/bundles-mistralai","verified_at":"2026-10-29"},{"source":"llamaindex-framework--llamaindex-ai","target":"mistral-embed--mistral-ai","type":"integrates-with","evidence":"LlamaIndex has an official embeddings integration package llama-index-embeddings-mistralai in its repo.","citation":"https://github.com/run-llama/llama_index/tree/main/llama-index-integrations/embeddings/llama-index-embeddings-mistralai","verified_at":"2026-10-29"},{"source":"n8n-ai-agent-flows--n8n-io","target":"mistral-embed--mistral-ai","type":"integrates-with","evidence":"n8n built-in AI cluster node: Embeddings Mistral Cloud node.","citation":"https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.embeddingsmistralcloud","verified_at":"2026-10-29"},{"source":"phidata-now-agno--agno-com","target":"mistral-embed--mistral-ai","type":"integrates-with","evidence":"Agno ships a mistral embedder (agno.knowledge.embedder.mistral).","citation":"https://github.com/agno-agi/agno/blob/main/libs/agno/agno/knowledge/embedder/mistral.py","verified_at":"2026-10-29"},{"source":"qdrant--qdrant-tech","target":"mistral-embed--mistral-ai","type":"integrates-with","evidence":"Qdrant's documentation has a Mistral Embed integration page.","citation":"https://qdrant.tech/documentation/embeddings/mistral/","verified_at":"2026-10-29"}]},"history":[{"date":"2026-10-27","commit":"c03cb88bcd","pr":274,"kind":"update","changes":[{"field":"license","label":"License","from":"","to":"proprietary; SDK Apache-2.0","first":true,"source":"https://github.com/mistralai/client-python"},{"field":"latest-release","label":"Latest release","from":"","to":"v3.5.0 (2026-10-25) — mistralai (PyPI)","first":true,"source":"https://pypi.org/project/mistralai/"},{"field":"pricing","label":"Pricing","from":"","to":"mistral-embed $0.10 per 1M tokens; Codestral Embed $0.15 per 1M tokens; batch API 50% cheaper","first":true,"source":"https://docs.mistral.ai/models/mistral-embed-23-12"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}