Use Cases
The problems we solve and the functions we serve. From the shop floor to the back office.
What We Solve
Problems that keep showing up across real-world operations
Keeping What Your Best People Know
Your most experienced people carry decades of judgment no manual captures. Their expertise becomes templates, workflows, and decision frameworks. The next person who needs it starts where the last one left off.
For example: Capture how your best estimator decides what a job costs, the rules, the exceptions, the trade-offs, so the next hire starts from his judgment, not a blank page.
When Your Systems Don’t Talk to Each Other
When the answer lives across three systems and two spreadsheets, someone on your team is the integration layer. The systems connect, the data flows, the actions trigger, and the context holds.
For example: “Why did this ship date move?” The agent walks the ERP, the email thread, and the planner’s spreadsheet and hands back the why, with the trail.
Tracking Changes Across Systems
Why did this number change? Who updated this status? Decisions flow through ERP, email, and spreadsheets, and the trail gets buried. Every change stays linked to the artifact, the system, and the person who made it. Audit, debug, and roll back without re-tracing.
For example: A nonconformance investigation that opens with the part, the supplier, and how the last five NCRs were dispositioned, instead of a blank CAPA form.
Making Processes Repeatable
Root cause analysis. Customer onboarding. Project handoffs. The pattern is the same every time. Nobody wrote it down. Your best processes become reusable workflows anyone can run, with your judgment built in.
For example: An RFQ classified line by line, repeat parts priced from the master, agreements applied, new parts routed to a person, the same way every time.
Making Good Judgment Available to More People
Some problems need judgment, not automation. Reworking a supply chain. Working in a regulated environment. Picking where to invest across business units. How your best people think becomes available to the rest of the team.
For example: The monthly operating review, drafted as commentary and initiatives tied to the actual variances, so more than one person can run it.
New Hire Ramp in Weeks, Not Quarters
New team members spend months learning the unwritten rules. That institutional knowledge lives in structured dimensions. Onboarding drops from quarters to weeks, and the quality bar holds.
For example: A new estimator quoting at the quality bar in weeks, because the judgment is already structured, not learned by osmosis over quarters.
By Function
Every function inside a real-world operation
These aren’t hypothetical. They’re the problems we see across engineering, supply chain, manufacturing, and logistics: work where the business is physical. Every function ladders up to the physical operation. Finance inside an aerospace manufacturer is not finance at a SaaS company. IT inside a PE-backed distributor is not IT at a consumer app startup.
See it in practice
One engagement, most of these at once.
A PE-backed aerospace and defense supplier put these to work across estimating, finance, and operations, on the ERP, spreadsheets, and email they already ran. No migration.
Read the case studyBring your hardest workflow.
We’ll work it through with you.
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