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Anyscale vs Windmill: 2026 Comparison

Anyscale Windmill
Overview Scalable AI compute platform built on Ray for deploying and fine-tuning large language models in production. An open-source developer platform for building internal tools, workflows, and scripts with a focus on developer experience.
Pricing Pay-per-use ($$-$$$$) Freemium (Free-$40/user/month)
Key Features
  • Ray-based
  • Auto-scaling
  • Fine-tuning
  • Managed endpoints
  • Multi-model
  • GPU clusters
  • Script editor
  • Workflow builder
  • App builder
  • Scheduling
  • Webhooks
  • Self-hosted
  • Multi-language
  • Version control
Pros
  • Built on Ray
  • Excellent scaling
  • Production-grade
  • Fine-tuning support
  • Open source
  • Developer-first
  • Self-hosted option
  • Multi-language support
Cons
  • Complex setup
  • Higher learning curve
  • Enterprise-focused pricing
  • Newer platform
  • Smaller community
  • Documentation growing
  • Limited UI components