platoseed
Enabling Model-Hardware Co-Design at Scale
RightNow AI is a research lab building GPU infrastructure that lets teams own their AI stack instead of depending on closed-source APIs. Our platform RunInfra takes any HuggingFace model, auto-generates optimized GPU kernels, and deploys it serverlessly with pay-per-token pricing RightNow AI lab: https://rightnowai.co RunInfra platform: https://runinfra.ai.
RightNow's RunInfra provides chat-native AI model optimization and infrastructure to deploy production-ready AI endpoints for open-source models. It benchmarks GPUs, optimizes runtimes and kernels, and ships an API for production usage, with options for self-hosted or managed deployments.
Users select a supported open-source model, RunInfra benchmarks GPUs, optimizes kernels and runtimes, and deploys a production API. The platform offers a chat-driven interface to describe AI pipelines, auto-engine and auto-GPU capabilities, and a delivery of end-to-end inference stacks (quantization, KV cache, speculative decoding, and server tuning) for production across multiple model families and modalities. It supports self-hosted on users' GPUs with per-token billing or a managed cloud deployment, including a self-contained optimization suite and an OpenAI-compatible API with deployment endpoints and monitoring.
Who itβs for: Teams building AI-powered applications requiring production-ready inference on open models, who want chat-driven tooling to optimize and deploy AI pipelines on their own GPUs or via managed infrastructure.
Backed by Y Combinator; public launch noted; multiple model options and product iterations indicated, along with pricing tiers and self-hosted options.

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