Wafer Pass

The platform provides autonomous agents that profile, diagnose, and optimize GPU inference across the full stack, from low‑level kernels to model execution and production pipelines. By continuously analyzing workload characteristics, the agents adjust configurations to achieve higher throughput and lower latency, delivering what the service claims to be the fastest open‑source LLM inference on any hardware.

Users can subscribe to a flat‑rate plan that grants access to a catalog of frontier open‑source models such as Qwen3.5‑397B‑Turbo, GLM5.1‑Turbo, and DeepSeekV4‑Pro‑Turbo. The subscription includes a defined number of requests per five‑hour window and offers options for private workloads with zero data retention. Pricing tiers are presented for solo developers and enterprise customers, with the ability to cancel at any time.

The service emphasizes rapid deployment, promising custom inference optimization for bespoke models within a day. It is positioned as an enterprise‑focused solution that combines performance‑focused AI agents with a subscription model for continuous access to the latest high‑throughput LLMs.