vioscale
Comparison

Arize AI vs CrewAI

No leader: the top candidate Arize AI has only 0.32 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Arize AI full profile →CrewAI full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Arize AI71
CrewAI62
Score
Vioscale score
Arize AI71 / 100low · 32%updating
CrewAI62 / 100high · 76%updating
Pricing
Free tier
Arize AI–
CrewAI✓
Model
Arize AIcommercial
CrewAIcommercial
Price level
Arize AI–
CrewAIlow
Transparent
Arize AI–
CrewAI✗
Integrations
Count
Arize AI25
CrewAI15
Security
Disclosure policy
Arize AI–
CrewAI✓
Fedramp
Arize AI–
CrewAI✓
Gdpr
Arize AI✓
CrewAI–
Hipaa
Arize AI✓
CrewAI✓
Iso27001
Arize AI✓
CrewAI–
Pci
Arize AI✓
CrewAI–
Soc2
Arize AI✓
CrewAI✓
Vulnerabilities
Reliability
Status page
Arize AI✓
CrewAI✓
Adoption
Dependent repos
Arize AI–
CrewAI0
Github stars
Arize AI–
CrewAI57,642
Package downloads weekly
Arize AI–
CrewAI4,500,329
Activity
Commits last 30d
Arize AI–
CrewAI100
Release
Cadence days
Arize AI–
CrewAI1
History
Arize AI–
CrewAI20 items
License
Spdx
Arize AI–
CrewAIMIT
Language
Primary
Arize AI–
CrewAIPython
Market
Availability
Arize AI–
CrewAIAvailable worldwide

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

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

What each one is

The product in its own terms, so the numbers below have context.

Arize AI

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.

Independently observed

CrewAI

A comprehensive platform combining an open-source Python framework for multi-agent workflows with a managed cloud control plane that adds governance, security, tracing, and deployment capabilities for enterprise production use.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Arize AI

Pricing not documented yet.

CrewAI

HybridFree tier

Free tier (Basic) with 50 executions/month; Enterprise custom pricing with governance and compliance

  • BasicFree
    • Visual editor and AI copilot
    • GitHub integration
    • 50 workflow executions/month
    • Studio (visual editor)
    • Standard tools and triggers
    • +20 more
  • EnterpriseContact sales
    • All Basic features, plus:
    • Enterprise connectors
    • SSO (MS Entra, Okta)
    • Role-based access control (RBAC)
    • Workload identity
    • +13 more
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Arize AI✓
CrewAI✓
CLI
Arize AI✓
CrewAI✓
Deployment
Cloud / SaaS
Arize AI✓
CrewAI✓
Self-hosted
Arize AI✓
CrewAI✓
On-premise
Arize AI✓
CrewAI✓
Hybrid
Arize AI✗
CrewAI✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (6)
  • OpenAI
  • Anthropic
  • AWS Bedrock
  • NVIDIA NIM
  • LiteLLM
  • OpenTelemetry

Arize AI

25 total - 19 not shared
  • Azure OpenAI
  • Vertex AI
  • Google GenAI
  • Gemini
  • OpenRouter
  • Claude Code
  • Cursor
  • OpenCode
  • LangGraph
  • Vercel AI SDK
  • Mastra
  • CrewAI
  • LlamaIndex
  • DSPy
  • OpenAI Agents SDK
  • Claude Agent SDK
  • BigQuery
  • Databricks
  • Snowflake
Independently observed

CrewAI

19 total - 13 not shared
  • GitHub
  • Slack
  • Microsoft Teams
  • Arize
  • Galileo
  • DataDog
  • Patronus
  • IBM Db2
  • E2B
  • Daytona
  • Ollama
  • Model Context Protocol
  • SerperDev
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.