Industrial companies have invested heavily in ERP, CRM, and field systems. Critical work still moves by hand between emails, documents, spreadsheets, and those applications.
We are building the intelligence layer that connects them, for distributors, manufacturers, and specialty contractors.
We design, build, and integrate production AI on the systems you already paid for. It reads the work, checks those systems, and prepares the next action.
People stay involved wherever judgment or approval matters. Every deployment starts with a business metric, not a model name.
Every deployment starts with a business metric.
- Employee hours
- Where people spend time on the workflow today, and how much of it the system gives back.
- Orders processed
- How many orders, quotes, or documents move through without being retyped.
- Exception rate
- What the system could not complete on its own, and why a person had to step in.
- Cost per transaction
- The full cost of handling one order, quote, or request, before and after.
Discover, build, improve.
Three phases, the same for every customer. The full six-step process is on the How we work page.
01
Discover
We map the workflow, the systems, the people, and the bottlenecks before we propose a build.
02
Build
We build on your existing ERP, CRM, email, and documents. AI does not replace those systems.
03
Improve
We validate, deploy, measure the agreed metric, and improve from real use and employee feedback.
Principles behind every system we build.
- Workflow first
- We start with how the work actually happens: the email, the PDF, the person who retypes it, and the system that should have received it. The model comes after the workflow is clear.
- Systems stay in place
- ERP, MES, CRM, field software, and accounting stay the system of record. We integrate with them rather than asking you to rip them out for an AI project.
- Measured outcomes
- Hours, orders, quote turnaround, exceptions, and response time are agreed before a pilot and used to judge the work.
- Speed with reliability
- We move with urgency, but not at the cost of quality. Documentation, review loops, and stable foundations keep fast delivery dependable over time.
Built for distributed teams.
Our team works across North America, Europe, the Middle East, and Asia, so implementation and support line up with the hours your operation runs.
- San Francisco
- Missouri
- London
- Dubai
- Hyderabad
- Singapore
Frequently asked questions
Industrial companies already bought ERP, CRM, and field systems. We build the intelligence layer that connects email, documents, and those systems.
Wholesale distributors, SMB manufacturers, and specialty contractors such as HVAC, electrical, mechanical, plumbing, fire protection, and roofing firms.
No. We are an applied AI engineering company: we design, build, and integrate production systems. Advice without a working workflow is not what we sell.
Yes. Deployment includes monitoring, the agreed metric, employee feedback, and improvement from real use.
Book an AI workflow assessment. We map one workflow and recommend a pilot. There is no commitment after the first conversation.
Come build with us.
A small, remote-friendly team building production AI for industrial operations. Everyone here ships, owns outcomes, and works directly with customers.
Map one workflow that still moves by hand.
We'll walk through the email, documents, and ERP around that workflow, and recommend a pilot. The systems you already run stay in place.