AI built for your industry's operations
We build AI for operations-heavy businesses — where physical assets, high volume, and real consequences make generic tools fall short. Our capabilities are the same; what changes is the domain we apply them to, backed by real work in each.
Agents, automation, computer vision, and digital twins — applied to logistics, infrastructure, healthcare, and machinery, for teams that need the work done in production, not a demo.
Industries we build for
Each one is backed by systems we've shipped — click through to see the work.
Logistics & transportation
Carrier procurement and tender automation, dispatch and document processing, ETA and exception intelligence, and AI outbound for freight and 3PL sales.
Explore industrySmart city & infrastructure
Digital twins, IoT monitoring, and computer-vision inspection and safety for distributed physical assets and public infrastructure.
Explore industryHealthTech
Imaging and diagnostics support, admin automation, and compliance-aware, human-in-the-loop AI for sensitive clinical and operational work.
Explore industryMachinery, equipment & vehicles
AI for businesses that sell, make, move, and maintain machinery — backed by hands-on experience running machinery companies, in both sales and production.
Explore industryDomain context is half the work
Generic AI fails in operations because it doesn't understand the domain. We do.
Real domain work
Logistics platforms, infrastructure twins, diagnostics support, machinery data — we've shipped in these fields, not just read about them.
Built for consequences
Guardrails, human-in-the-loop, and monitoring — because in these industries a wrong answer has real costs.
One team, whole stack
Agents, automation, vision, and twins from a single team — instead of stitching vendors across your operation.
Don't see your industry?
If you run operations-heavy work with physical assets, volume, and real stakes, we can probably help. Tell us about it.
Book a discovery call