Thoughtful engineering.

We get AI models into production

We deploy AI models on edge devices and build multi-GPU inference infrastructure for teams that need to serve models at scale. We handle the infrastructure and firmware underneath, the optimization to make it fast, and the infrastructure to keep it running.

Book a Call Email us

This page has no JavaScript and no tracking, and loads fast. Fun fact, it also renders well in your terminal: curl https://cirqwit.com. We build products the same way we built this page. Here's how we think about software.

Blog

Services

Edge AI
We get AI models running on edge devices. We handle the optimization so your model fits within the memory and power budget of the target device, build the firmware and driver layer underneath, and set up the infrastructure to push updates and monitor your fleet once it's deployed.
AI Infrastructure
We build the infrastructure that serves your models at scale. Multi-GPU setups, load balancing, autoscaling, and cost optimization so you're not overspending on compute. We handle the deployment pipeline, the monitoring, and the orchestration that keeps it all running reliably.

Testimonials

Light Heart Labs - Local AI Infrastructure, Multi-GPU, Inference Optimization, Hardware-Level
"This is AMAZING! Smart and automatic approach to multi GPU as opposed to manual hard wired setups I love this!!"
- Mike B., Light Heart Labs

Contact

© 2026 Cirqwit  |  contact@cirqwit.com