Agentic Workflow
Results and ROI
Hours, baht, turnaround, error rate — your own numbers
Work in
Results and ROI+ human approval
To the customer
A person approves before it ever reaches the customer· drag to rotate
We measure four things — from real data, not from how it feels
Before we start we time the current work as a baseline. After that every number comes from the system's own logs, and you can open them every month.
metric 1 / 4 · Hours given back to the team
Hours per month — job count × the per-job time measured before we started
Hours / month
Hours given back to the team
From job volume × the per-job time measured before we started
THB / month
Cost taken out
Hours returned × the real wage for that role + the cost of what you missed
Turnaround time
From job in to job out
A quote, for example, from 2 hrs down to 6 min
% errors
Work sent back for rework
Counted from what people send back, not from a score the AI gives itself
What the report you get every month looks like
A short summary on LINE, plus a workflow-by-workflow table of what pays and what to tune or stop
Suggestion for next month
The “review replies” workflow is used less than expected — pause it and put the time into “receipts into the books”, which pays back betterMock sample — names and numbers are made up. The real one follows your business.
A longer bar means more time returned · anything short several months running we will suggest stopping, not leaving it there to look good
Three things have to be true for these numbers to hold
We say it up front: miss any one of them and the numbers are only an estimate
A baseline before we start
Measure how long the current work takes, how often it runs each month, and who does it — 1-2 days during the Audit
Logs you can check
Every job the AI runs and every approval leaves a trail — you can go back and see who clicked what, and when
Your people actually use it
If the team does not use it, nothing moves — so we always train and follow up through the first 30 days
Want to see what that log actually looks like? Open the job table in the live system Every row shows which agent did it, which channel it came in on, which model it used and what it cost (sample data, no login).
In the same section
Want to know whether this fits your business? Book a free 30-minute call
No cost, no commitment — tell us how the work really runs and we will point out where starting pays off most