Connecting the shop floor to the business.
Manufacturers sit on valuable machine and process data. We build the systems that collect it, make sense of it and put it in front of the people running the plant.

What we build
Production visibility
Real-time dashboards for output, downtime and quality across lines and sites.
Maintenance and quality
Work orders, inspections and predictive alerts that prevent stoppages.
Dealer and customer portals
Ordering, tracking and service for the partners who sell and use your products.
Start narrow, prove it, then grow
- 01
Learn the domain
We sit with the people who do the work and map the process, the rules and the systems already in place.
- 02
Ship the first slice
One valuable workflow, live with real users, before we widen the scope.
- 03
Expand with evidence
Usage and feedback decide what comes next, not the original wish list.
AI adoption in Manufacturing
On the shop floor, AI pays off in fewer stoppages, fewer defects and knowledge that does not leave with experienced staff.
Where it usually starts
Predictive maintenance
Visual quality inspection
Knowledge assistants
What we bring
Every industry engagement draws on the same core team.
Forward Deployed Engineering
Engineers embedded in your team to build AI-native products, integrations and production systems.
Full-Stack Venture Building
A boutique partner for strategy, product, engineering, launch and growth, with selective co-founder and equity partnerships.
Web Development
Fast, accessible web apps and platforms built with React, Next.js, TypeScript and Node.js, from first release to scale.
Mobile App Development
iOS and Android apps built with React Native, Swift and Kotlin, designed for the store review and the long tail of real devices.
AI & Automation
AI agents, retrieval over your own data and workflow automation, with evaluation built in so every change is measured before it ships.
Cloud & DevOps
Cloud infrastructure on AWS and Azure, CI/CD pipelines, containers and monitoring, so releases are routine and outages are rare.
Data & Analytics
Data pipelines, warehouses, dashboards and machine learning models that turn the data you already collect into decisions.
UI/UX Design
Research, wireframes, prototypes and design systems that make complex products simple to use and straightforward to build.
From Fuzzy Ideas to Sharp Solutions
Tell us what you are building. We will come back with how we would approach it and who would work on it.

