Visual intelligence and autonomy, built for machines that work the world.
From the latest research to production code on your hardware — fast.
A bolt-on AI and autonomy team for companies building physical AI.
We work with teams shipping agricultural robotics, construction and mining equipment, vision platforms, and the broader off-highway machine ecosystem.
Best fit for early-to-mid-stage teams who don’t have deep in-house autonomy expertise yet, or want to move faster alongside their own engineers.
Two capabilities. Take one, or both — together as a full stack.
Perception AI
Frontier vision models — classical CV, deep learning, VLMs, VLAs — fused into perception that fits your sensors, your environment, and your latency budget.
- [01]Detection, segmentation, depth, and tracking — tuned to your domain.
- [02]VLM and VLA-based reasoning where context and language matter.
- [03]On-device inference, optimized for your hardware and power envelope.
- [04]Continuous improvement loop: data → retrain → redeploy.
Full Autonomy Stack
Useful motion from every input. Sensor fusion, localization, planning, controls, and safety — integrated end-to-end on your machine.
- [01]Sensor fusion across LiDAR, camera, IMU, GNSS.
- [02]Planning + controls tuned to your kinematics.
- [03]Production-grade safety architecture, not demos.
- [04]Field-tested in agricultural, industrial, and AV deployments.
Four stages. De-risk fast. Hand off cleanly.
- 01 · 1–2 wk
Discovery
Scope, data, roadmap. You get a proposal. No commitment to continue.
- 02 · tight loops
Build
Weekly demos, shared repos, shared Slack. Progress every week.
- 03 · your hardware
Deploy
To your machines, in your environment, with your team.
- 04 · any time
Handoff
Code, models, training pipelines, documentation. Yours.
Six reasons, plainly stated.
We ship fast
Latest robotics research → production code on your hardware.
Your IP. Your data.
You own everything we build — code, models, data, docs.
Production muscle
Full autonomy and perception stacks deployed at scale.
Available immediately
No 6-month ramp. We're shipping in week 2.
No FTE overhead
No headcount, recruiting cycles, or retention risk.
Clean exit by design
Bring it in-house whenever. No lock-in. No rebuild.
Engineers who’ve shipped at scale across leading AV companies, AgTech, and Construction.
Trained at Stanford · ETH Zürich · IIT Madras. Shipped at Monarch Tractor · Zoox · Gritt.
From zero to 100% autonomous in dairy environments.
Labor reduction on solar panel installation deployments.
Of vineyard operations running autonomously in production.
New autonomy domains shipped end-to-end.