Auto Inference — vendor profile

About Auto Inference

Auto Inference provides an agentic CLI for production LLM inference optimization that runs on user-owned infrastructure. It automatically selects the optimal inference engine for a given model and hardware configuration, tunes all parameters, synthesizes custom kernels, and stress-tests deployments to maximize GPU throughput across NVIDIA, AMD, Intel, Google TPU, and Apple Silicon hardware.

Solutions on Atlas

1 solutions listed on Atlas

Auto InferenceAn agentic CLI that automates production LLM inference optimization by profiling workloads, selecting the best inference engine (vLLM, SGLang, TensorRT-LLM, etc.), tuning configurations via Bayesian search, synthesizing custom CUDA/ROCm/Triton kernels, and validating deployments with functional, load, and security tests — maximizing GPU throughput and minimizing latency on user-owned hardware.AI Inference Optimization SoftwareView Solution