Arize AI vs Baseten
On the evidence we track, Baseten leads this comparison with a composite score of 77/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.
Capabilities
Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Arize AI
Enables development teams to trace LLM application execution, run automated assessments, investigate failures, and iteratively refine AI agents and systems. Offered in two forms: an open-source self-hosted option and a managed cloud service supporting deployment across major cloud providers and on-premise infrastructure.
Baseten
LeaderAn infrastructure platform that handles serving, optimizing, and scaling machine learning models across multiple clouds. Offers both managed cloud and self-hosted deployment options with built-in performance tuning, autoscaling, and 99.99% uptime reliability.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Baseten
LeaderPay-as-you-go model inference starting free. Model API pricing from $0.10–$4.40 per 1M tokens. GPU instances from $0.00058–$0.16633 per hour.
- BasicFree
- Dedicated deployments
- Model APIs
- Training
- Fast cold starts
- SOC 2 Type II and HIPAA compliant
- +1 more
- ProContact sales
- Priority access to high-demand GPUs
- Dedicated compute
- Higher Model API rate limits
- Hands-on engineering expertise
- Dedicated support on Slack and Zoom
- +1 more
- EnterpriseContact sales
- Custom SLAs
- Self-host deployments
- On-demand flex compute
- Use existing cloud commitments
- Full control over data residency
- +4 more
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
Arize AI
- OpenAI
- Anthropic
- Azure OpenAI
- AWS Bedrock
- Vertex AI
- Google GenAI
- NVIDIA NIM
- Gemini
- OpenRouter
- LiteLLM
- Claude Code
- Cursor
- OpenCode
- LangGraph
- Vercel AI SDK
- Mastra
- CrewAI
- LlamaIndex
- DSPy
- OpenAI Agents SDK
- Claude Agent SDK
- BigQuery
- Databricks
- Snowflake
- +9 more
Baseten
Leader- Plotly
- OpenAI-compatible endpoint
- Truss
- SageMaker
- ComfyUI
- Exa
- Keenable
- Parallel
- You.com
Arize AI or Baseten: which one depends on you
A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.
Free to run, no account needed to start. How the evaluation works
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.