Arize AI vs Together AI
On the evidence we track, Together AI 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.
Together AI
LeaderTogether AI provides cloud infrastructure for deploying, fine-tuning, and training open-source AI models. It offers flexible deployment options including serverless inference, batch processing, reserved throughput, and dedicated GPU instances with optimized performance and cost efficiency.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Together AI
LeaderPay-per-token usage starting from $0.0015 per 1M tokens. Free tier available. Dedicated instances and reserved throughput available upon request.
- BuildFree
- Discord community support
- ScaleFrom $0.0015 per 1M tokens
- Serverless inference
- Batch API
- Standard Support (business hours)
- EnterpriseContact sales
- Provisioned throughput
- Dedicated GPU instances
- Silver/Gold Support
- Dedicated support engineer
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
Together AI
LeaderNot documented yet.
Arize AI or Together AI: 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.