{"id":"anyscale--anyscale-com","name":"Anyscale","url":"https://www.anyscale.com/","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/anyscale--anyscale-com","family":"models-ops","section":"Inference platforms & gateways","sections":["Inference platforms & gateways"],"tier":1,"last_verified_at":"2026-10-27","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":null,"cells":{"type":{"value":"Ray-based AI platform","citation":"https://www.anyscale.com/","status":"real-data","tier":"T2","source_class":"vendor"},"desc":{"value":"Commercial platform built on Ray — distributed training, fine-tuning, serving. Anyscale Endpoints provides hosted OSS inference; ray cluster is the substrate underneath OpenAI's training stack.","citation":"https://www.anyscale.com/","status":"real-data","tier":"T2","source_class":"vendor"},"claims":{"value":"$99M Series C 2021 at $1B; founded by Ray creators at UC Berkeley.","citation":"https://www.anyscale.com/","status":"real-data","tier":"T2","source_class":"vendor"},"modalities":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"created":{"value":"2019","citation":"https://www.anyscale.com/","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"latest-release":{"value":"v0.26.112 (2026-10-20) — anyscale","citation":"https://pypi.org/project/anyscale/","status":"real-data","tier":"T2","last_verified_at":"2026-10-27","source_class":"registry"},"license":{"value":"proprietary; Ray Apache-2.0","citation":"https://github.com/ray-project/ray","status":"real-data","tier":"T1","source_class":"repo"},"gh":{"value":"ray-project/ray — ~44.1k stars, last commit 2026-10","citation":"https://github.com/ray-project/ray","status":"real-data","tier":"T1","last_verified_at":"2026-10-27","source_class":"repo"},"mindshare":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"citations":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"funding":{"value":"$259M total raised through Series C 2021-12 ($99M, Addition led; $1B valuation).","citation":"https://www.crunchbase.com/organization/anyscale","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"third-party"},"customers":{"value":"OpenAI (Ray for ChatGPT training), Cohere, Pinterest, Spotify, Uber, Shopify, Instacart, Block.","citation":"https://www.anyscale.com/customers","status":"real-data","tier":"T2","source_class":"vendor"},"pricing":{"value":"Pay-as-you-go compute billed in Anyscale credits per hour (e.g. A100 ~4.96 AC/hr); $100 free credit for new users; committed contracts with volume discounts via sales","citation":"https://www.anyscale.com/pricing","status":"real-data","tier":"T2","source_class":"vendor"},"compliance":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"data-handling":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"deployment":{"value":"Both (self-hosted + managed cloud) — Anyscale-hosted, or BYOC in your own cloud/VPC/on-prem (VMs or Kubernetes)","citation":"https://www.anyscale.com/pricing","status":"real-data","tier":"T2","source_class":"vendor"},"hq":{"value":"San Francisco, CA, USA.","citation":"https://www.anyscale.com/about","status":"real-data","tier":"T2","source_class":"vendor"},"founders":{"value":"Robert Nishihara, Philipp Moritz, Ion Stoica (CEO; UC Berkeley, ex-Databricks co-founder); founded 2019 (Ray spinout from UC Berkeley RISELab).","citation":"https://www.anyscale.com/about","status":"real-data","tier":"T2","source_class":"vendor"},"volume":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"perf":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"repro":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"code-release":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"api-surface":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"latency":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"throughput":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"backend-storage":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"multi-tenancy":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"encryption":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"sso-rbac":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"embedding-model":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"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://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"a2a-support":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"otel":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"webhooks":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"import-export":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"integration-count":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"orchestration":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"programmatic-control":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"vendor-benchmarks":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"pricing-specifics":{"value":"searched not found","citation":"https://www.anyscale.com/","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://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"time-to-running":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"anti-fit":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"optimised-for":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"adjacent-infrastructure":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"pros":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cons":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"links":{"value":"searched not found","citation":"https://www.anyscale.com/","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://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-output-usd-per-mtok":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-tier":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-pricing-model":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-last-verified":{"value":"searched not found","citation":"https://www.anyscale.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"capability-composite-score":{"value":"not applicable — inference platform infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — inference platform infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — inference platform infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — inference platform infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — inference platform infrastructure, not a deployable end-user system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-anti-tags":{"value":"not applicable — infrastructure component, no end-use anti-tags apply","citation":null,"status":"not-applicable","tier":"T3"},"adoption-accelerator":{"value":"","citation":null,"status":"no-data","tier":"T3"},"architecture-deployment-locus":{"value":"hybrid","citation":"https://docs.anyscale.com/clouds","status":"real-data","tier":"T2","source_class":"vendor"},"licensing-bucket":{"value":"commercial","citation":"https://github.com/ray-project/ray","status":"real-data","tier":"T1","source_class":"repo"},"positioning-platform-vs-product":{"value":"platform","citation":"https://www.anyscale.com/","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\":886.59,\"as_of\":\"2026-09\",\"openrank_12mo\":164.68,\"openrank_current\":111.42,\"participants\":285}","citation":"https://oss.open-digger.cn/github/ray-project/ray/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/anyscale--anyscale-com","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"iso27001,soc2-type2","citation":"https://trust.anyscale.com/","status":"real-data","tier":"T2","source_class":"vendor"},"sdk-languages":{"value":"python","citation":"https://docs.anyscale.com/reference.md","status":"real-data","tier":"T2","source_class":"vendor"},"protocol-support":{"value":"openai-compatible","citation":"https://docs.anyscale.com/llm/serving.md","status":"real-data","tier":"T2","source_class":"vendor"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":21,"third_party_cells":2},"edges":{"outgoing":[],"incoming":[{"source":"litellm--gh-berriai-litellm","target":"anyscale--anyscale-com","type":"integrates-with","evidence":"LiteLLM docs have an Anyscale provider page.","citation":"https://docs.litellm.ai/docs/providers/anyscale","verified_at":"2026-10-29"},{"source":"llamaindex-framework--llamaindex-ai","target":"anyscale--anyscale-com","type":"integrates-with","evidence":"LlamaIndex has an official LLM integration package llama-index-llms-anyscale in its repo.","citation":"https://github.com/run-llama/llama_index/tree/main/llama-index-integrations/llms/llama-index-llms-anyscale","verified_at":"2026-10-29"},{"source":"portkey-ai--portkey-ai","target":"anyscale--anyscale-com","type":"integrates-with","evidence":"Portkey docs have an Anyscale LLM provider integration page.","citation":"https://portkey.ai/docs/integrations/llms/anyscale-llama2-mistral-zephyr","verified_at":"2026-10-29"},{"source":"vapi--vapi-ai","target":"anyscale--anyscale-com","type":"integrates-with","evidence":"Vapi docs list Anyscale as a provider/integration.","citation":"https://docs.vapi.ai/providers/model/anyscale","verified_at":"2026-10-29"},{"source":"weaviate--weaviate-io","target":"anyscale--anyscale-com","type":"integrates-with","evidence":"Weaviate's integrations / model-provider docs list Anyscale as an integration.","citation":"https://docs.weaviate.io/weaviate/model-providers/anyscale","verified_at":"2026-10-29"}]},"history":[{"date":"2026-10-27","commit":"9482a0953d","pr":271,"kind":"update","changes":[{"field":"license","label":"License","from":"","to":"proprietary; Ray Apache-2.0","first":true,"source":"https://github.com/ray-project/ray"},{"field":"latest-release","label":"Latest release","from":"","to":"v0.26.112 (2026-10-20) — anyscale","first":true,"source":"https://pypi.org/project/anyscale/"},{"field":"pricing","label":"Pricing","from":"","to":"Pay-as-you-go compute billed in Anyscale credits per hour (e.g. A100 ~4.96 AC/hr); $100 free credit for new users; committed contracts with volume discounts via sales","first":true,"source":"https://www.anyscale.com/pricing"},{"field":"deployment","label":"Deployment","from":"","to":"Both (self-hosted + managed cloud) — Anyscale-hosted, or BYOC in your own cloud/VPC/on-prem (VMs or Kubernetes)","first":true,"source":"https://www.anyscale.com/pricing"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}