REAL ENGAGEMENTS, WALKED THROUGH
See the Work, Start to Finish.
Every engagement below is a real operation we rebuilt — what we found during discovery, the agents we shipped, what the floor sees day to day, and what's happened since go-live. Company identities are withheld.
A heads-up before you read: these agents don't just write reports. They take the action — create the purchase order, send the email, run the demand plan, open the work order — inside your own systems, with a person approving anything that carries risk. And the number of agents isn't a package. It maps to the process: as many distinct jobs as the work splits into, each its own identity with its own scoped tools.
Multi-site precision contract manufacturer · ISO 13485 & FDA-regulated · hybrid Toyota Production System
A Regulated Contract Manufacturer's Floor, Rebuilt Around AI
One working session surfaced 20+ years of tribal knowledge nobody had written down. Three months later, the floor gets a daily briefing it never had before.
30 days
from the first working session to the first AI system live on the floor
Multi-line food & beverage processing plant · IoT-instrumented production floor · continuous-batch operations
A Process Plant's Blind Spots, Closed With AI
Every line already streamed sensor data into a historian nobody had time to open. Six weeks later, the floor gets a briefing that catches failures before they happen.
45 days
from the first working session to the first AI system live on the plant floor
Multi-warehouse industrial & MRO parts distributor · 30,000+ active SKUs · thin single-digit margins
A Distributor's Inventory, Rebuilt Around AI
Static min/max rules were quietly costing millions — stockouts on the SKUs that mattered, cash tied up in the ones that didn't. Now the reorder point moves with real demand.
30 days
from the first working session to the first AI system live across the network
Regional carrier operating a multi-terminal trucking network plus company-run travel centers · HOS-regulated · driver-retention pressure
A Regional Carrier's Dispatch Floor, Rebuilt Around AI
Every load used to get a route, a stop, and a fuel plan from whoever had a free minute. Now it gets a five-agent plan in under two minutes — and the travel centers stopped guessing about staffing.
90 sec
average time for a full route, stop, fuel, and rest plan — down from a dispatcher building it by hand
ITAR-adjacent aerospace & defense contract manufacturer · on-prem and air-gapped data requirements · multi-program supplier base
A Defense Manufacturer's Supply Chain and Security, Rebuilt Around AI
One working session surfaced how much risk was sitting in spreadsheets nobody cross-checked. Today, supplier risk, software risk, and facility access all get watched the same way, every day.
30 days
from the first working session to the first AI system live and cleared for use
Regional electric utility · generation + transmission assets · NERC-regulated · 24/7 control room operations
A Regional Grid Operator's Control Room, Rebuilt Around AI
One working session found a control room explaining anomalies from memory across a dozen disconnected screens. Three months later, every anomaly comes with a cause, not just an alarm.
21 days
from the first working session to the first AI system live in the control room
See Your Operation Here Next
Same process, same rigor, applied to your plants and your systems. Tell us where it hurts and we'll give you a straight answer on where AI changes the economics.