Cloudflare AI Gateway vs MLflow
On the evidence we track, MLflow leads this comparison with a composite score of 70/100. 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 llm gateways. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Cloudflare AI Gateway
An intermediary service that routes AI model requests through Cloudflare's network to provide visibility, caching, rate limiting, cost tracking, and data loss prevention. It enables organizations to observe and control AI traffic without modifying their existing tools or coding agents.
MLflow
LeaderA comprehensive platform that helps teams debug, evaluate, monitor, and optimize production AI applications. Provides experiment tracking, prompt management, model deployment, systematic evaluation tools, and a unified API gateway for managing access to multiple LLM providers with cost controls.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Cloudflare AI Gateway
Free for core features (caching, rate limiting, analytics). Paid log storage and Logpush available on Workers Paid plan.
- FreeFree
- dashboard analytics
- caching
- rate limiting
- DLP scanning
- Workers Paid$0.05 per million requests
- 10M log storage per gateway
- Logpush available
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.
- OpenAI
- Anthropic
- Google Gemini
- Claude Code
- OpenAI Codex
Cloudflare AI Gateway
- Workers AI
- Vectorize
- MCP (Model Context Protocol)
- Third-party LLM models
- Replicate
- Cloudflare Workers
- Agent Memory
- Cloudflare Workers AI
- Cloudflare Vectorize
- Claude Desktop
- GitHub Copilot CLI
- OpenCode
- Pi
MLflow
Leader- Databricks
- AWS S3
- Google Cloud Storage
- Azure Storage
- AzureML
- Kubernetes
- LangChain
- Pydantic AI
- Anthropic Claude
- SAP AI Core
- JFrog
- Aliyun
- PostgreSQL
- MySQL
- MSSQL
- Gemini
- Ollama
- OpenClaw
- Qwen Code
- LiteLLM
- Amazon S3
- OpenTelemetry/OTLP
- OpenAI-compatible endpoints
- OpenTelemetry
- +3 more
Cloudflare AI Gateway or MLflow: 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.