ManufacturingComplex automationSeveral jobs working together: multi-stage pipelines with state, branching on rules or AI decisions, approvals or escalations, 4+ systems, AI agents that act, or reconciliation across sources. Usually rolled out in stages.

Quoted vs actual margin on every job, a week after it ships

For: Structural steel fabrication workshop

Typical impact

Job margin known within 1 week

When a job is marked shipped, the system pulls the quoted hours and material, actual labor from the time clock, and material and subcontract costs from the ERP, then calculates the job's margin. A weekly report ranks jobs by margin gap and flags overruns.

Typical results

100%

Of closed jobs compared with their quote

≈11 hrs/mo

Office time no longer spent compiling job costs

20%

Overrun level that flags an operation

Figures reflect typical results for this kind of automation.

The challenge

A fabrication shop quotes every job on estimated hours and steel weight, but rarely checks how the job really went. Labor sits in the time clock, material and subcontract invoices in the ERP, and pulling them together takes about 12 hours a month, so only a few jobs get reviewed and estimates keep repeating the same mistakes.

Before and after

Before With the automation

Weeks from shipping to a known job margin

−83%
6 weeks
1 weeks

Closed jobs reviewed against their quote

3.3×
30%
100%

Office hours per month compiling job costs

−92%
12 hrs
1 hrs

The automation

When a job is marked shipped, the automation pulls the quoted hours and material from the estimate, actual labor hours per operation from the time clock, and material issues and subcontract invoices such as galvanizing from the ERP. It calculates the job's actual cost and margin. A weekly report ranks closed jobs by margin gap and highlights operations that ran more than 20% over estimate. Actual hours feed back into the estimating sheet for similar parts.

How it works

  1. 01

    Job marked shipped

    Marking a job shipped in the ERP starts the costing for that job number.

  2. 02

    Quote, hours and costs pulled

    Quoted hours and material from the estimate, time clock hours per operation, and material issues and subcontract invoices are collected by job number.

  3. 03

    Margin calculated

    Actual labor is costed at the shop rate, added to material and subcontract costs, and compared with the quoted price to give the job's margin.

  4. 04

    Weekly margin report

    Every Monday, a report ranks last week's closed jobs by margin gap and highlights any operation more than 20% over its estimate.

  5. 05

    Hours fed back to estimating

    Actual hours per operation are written to the estimating sheet next to similar parts, so the next quote starts from real numbers.

Starts from

  • Estimate and quote
  • Time clock hours
  • ERP material and invoices

Delivers

  • Weekly margin report
  • Over-estimate flags
  • Actuals for estimating

The impact

Every shipped job has a known margin within a week instead of about six weeks, and the office stops compiling costs by hand. The estimator sees which operations run over, such as fitting or welding on certain connection types, and quotes for similar parts start from real hours.

Questions about this automation

What if labor hours are not booked to a job number?

The report depends on workers clocking hours against a job and operation, usually with a barcode on the job traveler. Hours without a job are listed separately each week so the supervisor can assign them, and the share of unassigned hours stays on the report until it is close to zero.

Where does it get the cost data?

It reads estimates from the estimating spreadsheet or quoting tool, labor from the time clock system, and material issues, purchase invoices and shipping status from the ERP. If one of these systems has no API, a scheduled export to a shared folder works as the source instead.

How is this usually rolled out?

This is a multi-step build, usually rolled out in stages. The first stage matches jobs across the three sources and checks the numbers against a few jobs costed by hand, then the weekly report goes live, and the feedback into estimating comes last.

Manufacturing

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