# Arize AI vs AutoGen

| Attribute | Arize AI | AutoGen |
|---|---|---|
| **Vioscale score** | 70.5 (32% (low)) | 59.4 (51% (medium)) |
| adoption.dependent_repos | - | 0 |
| adoption.github_stars | - | 60,640 |
| adoption.package_downloads_weekly | - | 130,424 |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"self_hosted":true}` |
| description.long | An AI engineering platform that enables teams to observe agent behavior end-to-end, run evaluations at scale, and systematically improve agents through testing and experimentation, available as both a managed cloud service and self-hosted deployment. | A programming framework that enables developers to create autonomous agents and multi-agent systems using AI. It supports orchestration, tool use, and integration with various language model providers. |
| features.capabilities | `{"role":"platform","evaluation":true,"managed_cloud":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"llm_observability":true,"prompt_management":true,"framework_agnostic":true,"experiment_tracking":true}` | `{"role":"framework","evaluation":false,"managed_cloud":false,"model_serving":false,"pricing_model":"free_open_source","self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"no_train_on_data":"yes","llm_observability":true,"prompt_management":false,"framework_agnostic":true,"experiment_tracking":false,"architecture_paradigm":"graph_based_cycles","mit_or_apache_permissive_oss_license":true,"native_observability_and_trace_logging":true,"fault_tolerance_and_llm_retry_mechanisms":true,"native_memory_and_state_persistence_layer":true,"tool_calling_and_function_schema_validation":true,"synchronous_and_asynchronous_execution_modes":true,"streaming_output_and_intermediate_step_yielding":true,"dynamic_agent_generation_and_spawning_at_runtime":true}` |
| integrations.count | 25 | 7 |
| integrations.list | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Azure OpenAI"},{"name":"AWS Bedrock"},{"name":"Vertex AI"},{"name":"Google GenAI"},{"name":"NVIDIA NIM"},{"name":"Gemini"},{"name":"OpenRouter"},{"name":"LiteLLM"},{"name":"Claude Code"},{"name":"Cursor"},{"name":"OpenCode"},{"name":"LangGraph"},{"name":"Vercel AI SDK"},{"name":"Mastra"},{"name":"CrewAI"},{"name":"LlamaIndex"},{"name":"DSPy"},{"name":"OpenAI Agents SDK"},{"name":"Claude Agent SDK"},{"name":"BigQuery"},{"name":"Databricks"},{"name":"Snowflake"},{"name":"OpenTelemetry"}]` | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Azure AI"},{"name":"Bedrock"},{"name":"Ollama"},{"name":"AzureOpenAI"},{"name":"DuckDuckGo Search"},{"name":"Model Context Protocol (MCP)"}]` |
| language.primary | - | Python |
| license.spdx | - | CC-BY-4.0 |
| platform.support | `{"cli":true,"web":true}` | - |
| pricing | - | `{"type":"open_source","sourceUrl":"https://microsoft.github.io/autogen","retrievedAt":"2026-08-21T13:45:54.601Z"}` |
| pricing.free_tier | - | yes |
| pricing.model | commercial | open_source |
| pricing.price_level | - | free |
| release.cadence_days | - | 8 |
| release.history | - | `[{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.5","date":"2025-09-30T06:18:26Z","type":"stable","version":"python-v0.7.5"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.4","date":"2025-08-19T18:50:49Z","type":"stable","version":"python-v0.7.4"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.3","date":"2025-08-19T08:07:55Z","type":"stable","version":"python-v0.7.3"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.2","date":"2025-08-07T00:29:24Z","type":"stable","version":"python-v0.7.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.1","date":"2025-07-28T08:43:20Z","type":"stable","version":"python-v0.7.1"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.6.4","date":"2025-07-09T17:52:40Z","type":"stable","version":"python-v0.6.4"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.6.2","date":"2025-07-01T00:09:01Z","type":"stable","version":"python-v0.6.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.6.1","date":"2025-06-05T05:58:03Z","type":"stable","version":"python-v0.6.1"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.6.0","date":"2025-06-05T00:37:44Z","type":"stable","version":"python-v0.6.0"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.7","date":"2025-05-14T05:02:29Z","type":"stable","version":"python-v0.5.7"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.6","date":"2025-05-02T22:55:03Z","type":"stable","version":"python-v0.5.6"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.5","date":"2025-04-25T23:56:39Z","type":"stable","version":"python-v0.5.5"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.4","date":"2025-04-22T17:51:07Z","type":"stable","version":"python-v0.5.4"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.3","date":"2025-04-17T03:36:12Z","type":"stable","version":"python-v0.5.3"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.2","date":"2025-04-15T03:24:39Z","type":"stable","version":"python-v0.5.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.1","date":"2025-04-03T23:37:09Z","type":"stable","version":"python-v0.5.1"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.4.9.3","date":"2025-03-29T04:40:37Z","type":"stable","version":"python-v0.4.9.3"},{"url":"https://github.com/microsoft/autogen/releases/tag/autogenstudio-v0.4.2","date":"2025-03-17T18:06:09Z","type":"stable","version":"autogenstudio-v0.4.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.4.9.2","date":"2025-03-14T19:40:58Z","type":"stable","version":"python-v0.4.9.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.4.9","date":"2025-03-12T07:21:31Z","type":"stable","version":"python-v0.4.9"}]` |
| reliability.status_page | yes | yes |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.iso27001 | yes | - |
| security.pci | yes | - |
| security.scorecard | - | 5.6 |
| security.soc2 | yes | - |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=autogen-gemini&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (MLOps & LLMOps Tools)

| Capability | Arize AI | AutoGen |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | End-to-end ML platform | Agent / RAG framework |
| **Deployment** |  |  |
| Self-hostable / OSS core | ✓ | ✓ |
| Managed cloud available | ✓ | ✗ |
| On-prem / VPC deployment | ✓ | ✓ |
| **Observability** |  |  |
| LLM tracing / observability | ✓ | ✓ |
| Evaluation (offline / LLM-judge / human) | ✓ | ✗ |
| **Dev** |  |  |
| Prompt management + versioning | ✓ | ✗ |
| **Tracking** |  |  |
| Experiment tracking / model registry | ✓ | ✗ |
| **Serving** |  |  |
| Model serving / inference endpoint | - | ✗ |
| **Interop** |  |  |
| OpenTelemetry / OpenLLMetry compatible | ✓ | ✓ |
| Framework-agnostic | ✓ | ✓ |
| **Gateway** |  |  |
| Multi-provider model support | ✓ | ✓ |
| **Data** |  |  |
| No-train-on-customer-data guarantee | - | Yes |

*Source: Vioscale. Generated 2026-09-01T15:17:35.667Z. "-" = undocumented, not absent.*