{"id":"arize-ai--arize-com","name":"Arize AI","url":"https://arize.com/","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/arize-ai--arize-com","family":"models-ops","section":"Evaluation & observability platforms","sections":["Evaluation & observability platforms"],"tier":1,"last_verified_at":"2026-10-27","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":null,"cells":{"type":{"value":"ML + LLM observability platform","citation":"https://arize.com/","status":"real-data","tier":"T2","source_class":"vendor"},"desc":{"value":"Production ML monitoring + LLM observability (Arize AX) — drift, eval, root-cause. Pre-LLM observability leader; now LLM-pivoted.","citation":"https://arize.com/","status":"real-data","tier":"T2","source_class":"vendor"},"claims":{"value":"$70M Series B 2023 (TCV led); $130M total.","citation":"https://arize.com/","status":"real-data","tier":"T2","source_class":"vendor"},"modalities":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"created":{"value":"2020","citation":"https://arize.com/","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"latest-release":{"value":"v8.61.0 (2026-10-26) — arize","citation":"https://pypi.org/project/arize/","status":"real-data","tier":"T2","last_verified_at":"2026-10-27","source_class":"registry"},"license":{"value":"proprietary; Python SDK Apache-2.0","citation":"https://github.com/Arize-ai/client_python","status":"real-data","tier":"T1","source_class":"repo"},"gh":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"mindshare":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"citations":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"funding":{"value":"$130.7M total raised through Series C 2024-07 ($70M, Salesforce Ventures + Battery led).","citation":"https://arize.com/blog/series-c-funding/","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"customers":{"value":"Uber, Cisco, Discover, Capital One, Riot Games, Adobe; ML/LLM observability.","citation":"https://arize.com/customers/","status":"real-data","tier":"T2","source_class":"vendor"},"pricing":{"value":"AX Free $0/mo (25k spans/mo); AX Pro $50/mo (50k spans/mo); AX Enterprise custom (SaaS or self-hosted); Phoenix OSS free","citation":"https://arize.com/pricing/","status":"real-data","tier":"T2","source_class":"vendor"},"compliance":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"data-handling":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"deployment":{"value":"Both (self-hosted + managed cloud) — AX SaaS; self-hosted on AX Enterprise only","citation":"https://arize.com/pricing/","status":"real-data","tier":"T2","source_class":"vendor"},"hq":{"value":"Berkeley, CA, USA.","citation":"https://arize.com/about/","status":"real-data","tier":"T2","source_class":"vendor"},"founders":{"value":"Jason Lopatecki (CEO; ex-TubeMogul), Aparna Dhinakaran; founded 2020.","citation":"https://arize.com/about/","status":"real-data","tier":"T2","source_class":"vendor"},"volume":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"perf":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"repro":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"code-release":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"api-surface":{"value":"Python SDK, Arize AX CLI (ax)","citation":"https://arize.com/docs/ax","status":"real-data","tier":"T2","source_class":"vendor"},"latency":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"throughput":{"value":"searched not found","citation":"https://arize.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://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"encryption":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"sso-rbac":{"value":"searched not found","citation":"https://arize.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":"yes — MCP servers and skills for coding agents to set up Arize AX","citation":"https://arize.com/docs/ax","status":"real-data","tier":"T2","source_class":"vendor"},"a2a-support":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"otel":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"webhooks":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"import-export":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"integration-count":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"orchestration":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"programmatic-control":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"vendor-benchmarks":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"pricing-specifics":{"value":"searched not found","citation":"https://arize.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://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"time-to-running":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"anti-fit":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"optimised-for":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"adjacent-infrastructure":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"pros":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cons":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"links":{"value":"searched not found","citation":"https://arize.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://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-output-usd-per-mtok":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-tier":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-pricing-model":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-last-verified":{"value":"searched not found","citation":"https://arize.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"capability-composite-score":{"value":"not applicable — evaluation/observability platform, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — evaluation/observability platform, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — evaluation/observability platform, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — evaluation/observability platform, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — observability 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":"cloud","citation":"https://arize.com/pricing/","status":"real-data","tier":"T2","source_class":"vendor"},"licensing-bucket":{"value":"commercial","citation":"https://github.com/Arize-ai/client_python","status":"real-data","tier":"T1","source_class":"repo"},"positioning-platform-vs-product":{"value":"platform","citation":"https://arize.com/","status":"real-data","tier":"T2","source_class":"vendor"},"taxonomy-three-layer-rollup":{"value":"agent-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":"","citation":null,"status":"no-data","tier":"T3"},"freshness-date":{"value":"2026-10-27","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/arize-ai--arize-com","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"","citation":null,"status":"no-data","tier":"T3"},"sdk-languages":{"value":"python","citation":"https://arize.com/docs/llms.txt","status":"real-data","tier":"T2","source_class":"vendor"},"protocol-support":{"value":"opentelemetry","citation":"https://arize.com/docs/ax/integrations/opentelemetry/overview.md","status":"real-data","tier":"T2","source_class":"vendor"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":20,"third_party_cells":0},"edges":{"outgoing":[],"incoming":[{"source":"agentgateway--agentgateway-dev","target":"arize-ai--arize-com","type":"integrates-with","evidence":"agentgateway integrations docs have a Arize AX observability page.","citation":"https://agentgateway.dev/docs/standalone/latest/integrations/llm/observability/arize/","verified_at":"2026-10-29"},{"source":"autogen-ag2--gh-ag2ai-ag2","target":"arize-ai--arize-com","type":"integrates-with","evidence":"AG2 telemetry docs point to Arize AX as a managed path for tracing and monitoring AG2 agents.","citation":"https://docs.ag2.ai/docs/user-guide/telemetry/agent/","verified_at":"2026-10-29"},{"source":"dify--gh-langgenius-dify","target":"arize-ai--arize-com","type":"integrates-with","evidence":"Dify monitoring integration: \"Integrate with Arize\" (tracing).","citation":"https://docs.dify.ai/en/self-host/use-dify/monitor/integrations/integrate-arize","verified_at":"2026-10-29"},{"source":"google-agent-development-kit-adk--gh-google-adk-python","target":"arize-ai--arize-com","type":"integrates-with","evidence":"ADK integrations catalog has a \"Arize AX observability for ADK\" page (Production-grade observability, debugging, and improvement of LLM applications).","citation":"https://adk.dev/integrations/arize-ax/","verified_at":"2026-10-29"},{"source":"haystack-framework--haystack-deepset-ai","target":"arize-ai--arize-com","type":"integrates-with","evidence":"Haystack integrations directory has an Arize AI integration page (\"Trace and Monitor your Haystack pipelines with Arize AI\").","citation":"https://haystack.deepset.ai/integrations/arize","verified_at":"2026-10-29"},{"source":"langflow--gh-langflow-ai-langflow","target":"arize-ai--arize-com","type":"integrates-with","evidence":"Langflow integration page: Arize AX tracing.","citation":"https://docs.langflow.org/integrations-arize","verified_at":"2026-10-29"},{"source":"litellm--gh-berriai-litellm","target":"arize-ai--arize-com","type":"integrates-with","evidence":"LiteLLM docs have an Arize AI logging/observability integration page.","citation":"https://docs.litellm.ai/docs/observability/arize_integration","verified_at":"2026-10-29"},{"source":"mastra--mastra-ai","target":"arize-ai--arize-com","type":"integrates-with","evidence":"Mastra repo ships the @mastra/arize exporter (traces to Arize AX or Phoenix via OpenInference).","citation":"https://github.com/mastra-ai/mastra/tree/main/observability/arize","verified_at":"2026-10-29"},{"source":"merge-agent-handler--merge-dev","target":"arize-ai--arize-com","type":"integrates-with","evidence":"Merge Agent Handler connector directory has an Arize connector.","citation":"https://www.merge.dev/connectors/arize","verified_at":"2026-10-29"},{"source":"openrouter--openrouter-ai","target":"arize-ai--arize-com","type":"integrates-with","evidence":"OpenRouter Broadcast docs have a page for sending request traces to Arize AX.","citation":"https://openrouter.ai/docs/guides/features/broadcast/arize","verified_at":"2026-10-29"},{"source":"portkey-ai--portkey-ai","target":"arize-ai--arize-com","type":"integrates-with","evidence":"Portkey docs have an Arize AX tracing provider integration page.","citation":"https://portkey.ai/docs/integrations/tracing-providers/arize","verified_at":"2026-10-29"},{"source":"truefoundry-ai-gateway--truefoundry-com","target":"arize-ai--arize-com","type":"integrates-with","evidence":"TrueFoundry AI Gateway ecosystem lists a Arize integration page.","citation":"https://www.truefoundry.com/docs/ai-gateway/arize","verified_at":"2026-10-29"},{"source":"vercel-ai-sdk--sdk-vercel-ai","target":"arize-ai--arize-com","type":"integrates-with","evidence":"AI SDK docs have an Arize AX observability integration page.","citation":"https://ai-sdk.dev/providers/observability/arize-ax","verified_at":"2026-10-29"}]},"history":[{"date":"2026-10-27","commit":"9482a0953d","pr":271,"kind":"update","changes":[{"field":"license","label":"License","from":"","to":"proprietary; Python SDK Apache-2.0","first":true,"source":"https://github.com/Arize-ai/client_python"},{"field":"latest-release","label":"Latest release","from":"","to":"v8.61.0 (2026-10-26) — arize","first":true,"source":"https://pypi.org/project/arize/"},{"field":"pricing","label":"Pricing","from":"","to":"AX Free $0/mo (25k spans/mo); AX Pro $50/mo (50k spans/mo); AX Enterprise custom (SaaS or self-hosted); Phoenix OSS free","first":true,"source":"https://arize.com/pricing/"},{"field":"deployment","label":"Deployment","from":"","to":"Both (self-hosted + managed cloud) — AX SaaS; self-hosted on AX Enterprise only","first":true,"source":"https://arize.com/pricing/"},{"field":"mcp-support","label":"MCP support","from":"","to":"yes — MCP servers and skills for coding agents to set up Arize AX","first":true,"source":"https://arize.com/docs/ax"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}