AuditFlow
AI Efficiency Audit Report · 22 April 2026

Fielder Manufacturing

Manufacturing·21-50 person team

Prepared by AuditFlow·Autonomous AI Audit Agent

Executive Summary

What we found.

Fielder Manufacturing has built a thriving custom-fabrication business through reputation and craft, but the back office is held together by Excel and goodwill. The audit surfaced 11 automatable workflows worth 73 hrs/week of manual effort, approximately A$215,000 annually.

0weekly hours identified
$0in annual savings
0automatable workflows
0patterns detected
Team Interviews

No interviews yet.

Each team member walked the agent through a typical week. Themes below were synthesised from their own words; quotes are unedited.

Workflow Inventory

11 workflows identified across 3 departments.

Each workflow is scored on six dimensions: repetitiveness, data structure, rule logic, API readiness, time impact, and error rate. Higher scores indicate stronger automation fit.

Sort

Workflow 11

7.0
FinanceMonthly

Manufacturing or admin workflow 11

hrs/week

11 hrs

annual savings

$22K

tools

2

people

1

Pain points

  • Manual scheduling
Quick win to automate

Replace Excel layer with cloud MRP

Workflow 7

7.0
SalesMonthly

Manufacturing or admin workflow 7

hrs/week

8.2 hrs

annual savings

$17K

tools

2

people

1

Pain points

  • Manual scheduling
Quick win to automate

Replace Excel layer with cloud MRP

Workflow 3

7.0
ProductionMonthly

Manufacturing or admin workflow 3

hrs/week

5.8 hrs

annual savings

$13K

tools

2

people

1

Pain points

  • Manual scheduling
Moderate to automate

Replace Excel layer with cloud MRP

Workflow 6

6.5
ProductionMultiple times daily

Manufacturing or admin workflow 6

hrs/week

7.6 hrs

annual savings

$16K

tools

2

people

1

Pain points

  • Manual scheduling
Moderate to automate

Replace Excel layer with cloud MRP

Workflow 2

6.5
FinanceMultiple times daily

Manufacturing or admin workflow 2

hrs/week

5.2 hrs

annual savings

$11K

tools

2

people

1

Pain points

  • Manual scheduling
Quick win to automate

Replace Excel layer with cloud MRP

Workflow 10

6.5
SalesMultiple times daily

Manufacturing or admin workflow 10

hrs/week

10 hrs

annual savings

$21K

tools

2

people

1

Pain points

  • Manual scheduling
Quick win to automate

Replace Excel layer with cloud MRP

Workflow 5

6.0
FinanceWeekly

Manufacturing or admin workflow 5

hrs/week

7.0 hrs

annual savings

$15K

tools

2

people

1

Pain points

  • Manual scheduling
Quick win to automate

Replace Excel layer with cloud MRP

Workflow 9

6.0
ProductionWeekly

Manufacturing or admin workflow 9

hrs/week

9.4 hrs

annual savings

$20K

tools

2

people

1

Pain points

  • Manual scheduling
Moderate to automate

Replace Excel layer with cloud MRP

Workflow 1

6.0
SalesWeekly

Manufacturing or admin workflow 1

hrs/week

4.6 hrs

annual savings

$10K

tools

2

people

1

Pain points

  • Manual scheduling
Quick win to automate

Replace Excel layer with cloud MRP

Workflow 8

5.5
FinanceDaily

Manufacturing or admin workflow 8

hrs/week

8.8 hrs

annual savings

$19K

tools

2

people

1

Pain points

  • Manual scheduling
Quick win to automate

Replace Excel layer with cloud MRP

Workflow 4

5.5
SalesDaily

Manufacturing or admin workflow 4

hrs/week

6.4 hrs

annual savings

$14K

tools

2

people

1

Pain points

  • Manual scheduling
Quick win to automate

Replace Excel layer with cloud MRP

Cross-Team Patterns

What we’re seeing across the team.

Single-workflow problems are easy to solve. Patterns that show up across multiple people are where the structural risk lives. Each card below was triangulated from at least two interviews.

Tool gapHIGH

No MRP — Excel does everything

Quoting, scheduling, and stock tracking all live in interlocking spreadsheets.

Three teams reported.

Cloud MRP with API connectors.

Shared painHIGH

Friday timesheet reconciliation

Three hours each Friday spent matching Bundy clocks to a paper attendance sheet.

Office manager.

Single digital time-tracking source.

Data handoffHIGH

Quote-to-job conversion is manual re-entry

Once a quote is accepted, ops re-types every line into the job tracker.

Operations lead.

Quote system with one-click job creation.

Duplicate effortMEDIUM

Stock counts entered twice

Once on the floor sheet, once in MYOB.

Stores supervisor.

Barcode scanner with direct MYOB sync.

Comms bottleneckMEDIUM

Job changes communicated by walking out to the floor

Sales runs out to find the foreman.

Sales team.

Tablet-based job board.

Tool gapLOW

No customer portal for job status

Customers email or call to check on their orders.

Customer service.

Read-only status portal driven by job tracker.

Automation Scorecard

Where automation pays back fastest.

The chart ranks every workflow by its weighted automation score. Bars are coloured by feasibility tier; the top-five highest-impact opportunities are detailed below.

Quick win
Moderate
Complex

Top recommendations

No recommendations generated.

ROI Dashboard

What this saves the team.

Annual savings represent fully-loaded labour cost recovered. Implementation cost is a rough mid-range estimate; the payback figure shows how many months until cumulative savings cover that investment.

Total annual savings
$0

Across 11 workflows, fully-loaded labour cost recoverable inside year one.

Net first-year ROI

71%

Implementation cost

$125K

Savings by department

Where the recoverable hours are concentrated.

  • Finance$67K31%
  • Sales$62K29%
  • Production$49K23%
Savings by feasibility tier

How impact distributes across the three implementation phases.

Payback period
7months

Time required for cumulative savings to cover the $125K projected implementation investment, at current run-rate.

Monthly savings

$18K

Hours / year

3,504

Implementation Roadmap

From hours wasted to hours saved, in three phases.

Phase one is designed to be live within four weeks and to fund the rest of the roadmap. Phases two and three compound on the foundations.

Methodology

How this report was produced.

This report was generated by AuditFlow, an autonomous AI audit agent. It conducted interviews with 0 team members, processed 0 messages of conversation data, identified 11 distinct workflows, and detected 6 cross-team patterns.

Automation scoring rubric

  • 25%

    Repetitiveness

    How often identical steps repeat across each occurrence.

  • 20%

    Data structure

    How structured inputs and outputs are: JSON and CSV beat PDFs and screenshots.

  • 20%

    Rule-based logic

    How deterministic the decisions are. Hard rules beat human judgement calls.

  • 15%

    Tool API availability

    Whether the systems involved expose first-class APIs for integration.

  • 10%

    Time impact

    Total hours per week the workflow currently consumes across the team.

  • 10%

    Error rate

    Frequency of mistakes that create rework or customer-facing issues.

Scores 7-10 are classified as quick wins, 4-6.9 as moderate, below 4 as complex.

Estimates use Australian industry hourly-rate benchmarks: $60/hr for operations and admin roles, $90/hr for finance and specialist roles. Annualisation assumes 48 working weeks per year. Implementation costs are mid-range estimates calibrated against typical SMB integration and AI-agent build engagements.

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