RightNow

Active

Enabling Model-Hardware Co-Design at Scale

Fall 2026Founded 20252 people

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AI insightcan contain mistakes

GPU Inference OptimizationAPI/InfraML engineers and AI teamsHigh competition

Moat

Proprietary kernel generation technology and tight HuggingFace ecosystem integration reduce switching costs.

Key risk

Rapid commoditization of GPU inference optimization as major cloud providers integrate similar capabilities.

Why now

Enterprises seeking cost control and sovereignty over AI stacks drive demand for self-hosted inference platforms.

Competitors

Together AI, Replicate, Anyscale

About

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.