Finance and production disagree
Output, scrap and material usage are recorded on the floor and re-entered in accounts, so neither set of numbers is fully trusted.
Case study · 03 · Manufacturing
Manufacturing.
Finance and the floor,
finally connected.
Production runs on one set of records, finance on another, and a person in the middle keeps them agreeing by hand. That person is expensive, slow and impossible to replace — and hiring another one does not fix it.
- Finance to production
- Scheduling
- Job costing
- Stock
- Checks
- Traceability
Where it hurts
What this usually
looks like.
The pattern we meet before anything is built.
Scheduling by hand
What runs next depends on who is asked. Capacity, changeovers and material readiness live in somebody's head.
Cost known too late
Job cost is assembled after the run, when the quote that lost money cannot be unsold.
Hiring instead of fixing
Every gap is covered by one more pair of hands tracing paper. Headcount grows, the root cause stays, and margin does not improve.
The cost of staying manual
What it costs you,
against a rival on AI.
Same customers, same prices. The difference is what each company spends to earn the same ringgit.
Without AI
One person per job, one job at a time.
- Key in
the orders - Plan
the schedule - Count
stock - Cost
the job - Match
invoices - Build
reports
6 admin · RM21,000 a month Each task waits for the person in front of it.
With an AI-ERP
People decide. The engine computes the rest.
- Decide
- Approve
- Run
the floor
AI-ERP engine · all at once
- Quotes
- BOM & work orders
- Scheduling
- Job costing
- Stock watch
- QC checks
- Traceability
- Reconciliation
- Reports
3 admin · RM10,500 a month 9 processes computed in the same second.
Read as money,
that is the whole margin.
Illustration at RM1,000,000 revenue a month — same customers, same prices. The gap is RM29,000 a month, about 29% more profit. We run it on your numbers on the call.
03
What we build
One record from order to invoice
Sales order, work order, material issue, output, delivery and invoice on the same spine — entered once where it happens.
Scheduling that reflects reality
Capacity, material availability and priority in one plan, so the next job is chosen on facts rather than memory.
Job costing as it runs
Material, labour and overhead accumulate against the job while it is open, not weeks later.
Checks and traceability built in
QC checkpoints recorded in the flow, with batch and lot traceable back through materials in minutes.
After
What changes.
✓Finance and production read the same numbers.
✓The schedule survives contact with the floor.
✓A loss-making job is caught while it is still running.
✓Growth stops meaning another hire to trace paper.
An industry scenario, not a named client engagement — the shape of the problem and what we build for it. Ask us for references in your sector on the call.