Tool overview
Wafer is listed under AI Infrastructure & MLOps AI tools.
What is Wafer?
Wafer builds autonomous performance engineers that optimize GPU kernels and serving stacks for AI inference. Wafer Pass exposes the resulting fast open-source models through one API key for coding agents and other inference workloads.
Best for
AI developers needing faster open-source inference for agents and applications
Who is it for?
Decision note
Suitable for evaluation after confirming final commercial terms, permissions, data handling, lifecycle status, and edit-screen aliases. Keep Needs Review enabled until a human verifies the published profile.
Key features
Autonomous optimization of GPU kernels and inference stacks
Serverless and dedicated model inference
Flat-rate Wafer Pass for all hosted models
One API key across supported coding-agent tools
Zero-data-retention option on Privacy plan
Optimized Qwen, GLM, and DeepSeek model variants
Use cases
Accelerating open-source LLM inference
Reducing GPU infrastructure cost
Providing a model layer for coding agents
Optimizing PyTorch and CUDA workloads
Deploying dedicated high-throughput inference
Pros
- Public $10 weekly entry plan
- One subscription includes every hosted model
- Direct support for several coding-agent harnesses
- Autonomous optimization addresses the serving stack
Cons
- Wafer Pass uses request-window limits
- No ongoing free tier is documented
- Model catalog and limits may change quickly
Limitations
Performance gains depend on model, workload, hardware, and benchmarks. Developers should verify output quality, throughput, latency, privacy settings, request limits, and cost before production migration.
Pricing details
Billing options
Pricing note
Wafer Pass Starter is $10 per week with 1,000 requests every five hours. Privacy is $25 per week with 2,000 requests every five hours and zero data retention. Terms also permit weekly, monthly, or yearly billing intervals.
Supported languages
- Python
- C++
- CUDA
- TypeScript
Integrations
Claude Code
OpenClaw
Cline
Kilo Code
Roo Code
OpenHands
Conductor
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