Three problems that quietly destroy steel-fabrication margin in Malaysia.
Each one shows up at month-end as a number nobody can explain. The pattern repeats every quarter until the data stack changes.
Project costs land late and wrong.
Quote was RM 2.4M. Final cost lands at RM 2.7M. You learn this two months after handover when it's too late to negotiate. Next bid is still gut-feel.
Material yield is invisible until quarter-end.
Plates are RM 3,000 each. Scrap rate is somewhere between 8% and 14% — you don't know which because you don't measure per-job. Annualised, that's a 7-figure leak.
Heavy-asset breakdowns stop the entire shop.
Overhead crane fails. Whole bay idle. Revenue per day on that bay is RM 80K-150K. Three days down equals one bad quarter. Nobody sees the warning signs.
Project-mode ERP. Heat-number traceability. AI on the heavy assets.
Steel fabrication is unlike continuous manufacturing. Every job is a project. The stack has to know that from day one.
Mid-large fabricator
D365 SCM + Project Operations. Project costing, stage billing, retention, multi-entity, multi-currency. Petronas / oil-and-gas grade.
Best for RM 100M+ revenue, multiple concurrent projects, joint ventures.
SME fabrication shop
AutoCount Accounting with project-extension templates. Per-job costing, heat-number tracking, MyInvois progress billing.
Best for under RM 30M revenue, 30-100 staff, project mix.
Shop floor
ARC.OPS MES for fabrication. Weld map, WPS/PQR, heat-number-to-weld traceability, OEE on plasma cutters and presses.
Add to ERP. Free entry path: ARC.LITE.
What project-grade fabrication looks like with the right stack.
Three capabilities, three operator views, all configured before go-live so the data flows correctly from your first signed-off project.
Every job, costed properly, in real time.
D365 in project mode tracks labour, material, sub-contract, equipment, indirect — by project, by phase. The CFO sees real margin while the welder is still cutting, not three months after handover.
- ✓ Labour from time capture, not estimation
- ✓ Material from MES consumption, not BOM theory
- ✓ Equipment hours from machine telemetry
Plate yield, measured per job, attacked monthly.
ARC.OPS captures actual yield per plate against the nest plan. Power BI surfaces who yields best and which jobs scrap most. The 8-14% scrap range narrows fast once it is finally visible.
- ✓ Per-plate, per-job yield tracking
- ✓ Operator and supplier yield rankings
- ✓ Nesting-tool integration for offcut reuse
The crane fails on a Sunday — not a Tuesday.
Vibration, motor-current, and load-cell data feed an AI model. Failure alerts arrive 7-14 days before breakdown. Maintenance becomes planned weekend work. Bay productivity stops being a lottery.
- ✓ Overhead cranes, plasma cutters, presses
- ✓ Sensor retrofit on legacy machines
- ✓ One prevented failure pays back a year of AI
How does a steel-fabrication engagement actually run?
Project costing first. Yield tracking second. Heavy-asset AI third. Skip the project-cost foundation and the rest produces interesting reports nobody trusts.
- 01
Project-Cost Foundation
D365 project mode go-live. Cost ledger, phase structure, time capture, retention rules. Two project closes with us in the room.
- 02
MES + Heat Tracking
ARC.OPS on the floor. Heat-number capture, weld map, WPS/PQR. Customer-audit-ready in 60 days.
- 03
Yield Programme
Nesting integration. Per-job yield reports. Power BI dashboards. Monthly improvement targets driven by real numbers.
- 04
Heavy-Asset AI
AI Predictive Maintenance on cranes, plasma cutters, presses. Sensor retrofit + cloud model. Alerts 7-14 days early.
A one-day fabrication-shop walk. A fixed-fee proposal in 5 working days.
Daxonet principals walk your shop, audit your project workflow, and propose a phased path. No slideware.
Book Shop Walk-ThroughWhat steel fabricators actually ship after Daxonet engages.
Material yield gain
Per-job tracking + nesting integration. RM 1.5-4M to the bottom line on RM 50M material spend.
Project margin visibility
CFO sees real margin while the welder cuts. Quotes get sharper. Bids get won on the right jobs.
Failure prediction lead
Cranes, plasma cutters, presses. Surprise breakdowns become planned weekend service.
Heat-trace audit response
From plate to weld to dispatched module. Petronas / oil-and-gas grade audit pack on demand.
Welder qualification compliance
WPS / PQR enforcement at job assignment. Audit findings stop landing on Friday afternoons.
Typical go-live
For full ERP project-mode + MES + heat tracking on D365. SME AutoCount-based path: 3-5 months.


