AI Efficiency Audit Report · 22 April 2026

Wildhall Brewing

E-commerce / Specialty Food & Beverage·6-20 person team

Prepared by AuditFlow·Autonomous AI Audit Agent

Executive Summary

What we found.

Wildhall Brewing operates three distinct sales channels (DTC, trade, taproom) with three separate ad-hoc systems holding them together. The audit identified 12 automatable workflows worth 82 hrs/week, approximately A$224,000 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

12 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 7

7.0
OperationsMonthly

Workflow description

hrs/week

8.5 hrs

annual savings

$18K

tools

3

people

1

Pain points

  • Manual
Moderate to automate

API-driven integration

Workflow 3

7.0
SalesMonthly

Workflow description

hrs/week

6.5 hrs

annual savings

$14K

tools

3

people

1

Pain points

  • Manual
Quick win to automate

API-driven integration

Workflow 11

7.0
FinanceMonthly

Workflow description

hrs/week

11 hrs

annual savings

$23K

tools

3

people

1

Pain points

  • Manual
Complex to automate

API-driven integration

Workflow 10

6.5
OperationsMultiple times daily

Workflow description

hrs/week

10 hrs

annual savings

$22K

tools

3

people

1

Pain points

  • Manual
Moderate to automate

API-driven integration

Workflow 2

6.5
FinanceMultiple times daily

Workflow description

hrs/week

6.0 hrs

annual savings

$12K

tools

3

people

1

Pain points

  • Manual
Complex to automate

API-driven integration

Workflow 6

6.5
SalesMultiple times daily

Workflow description

hrs/week

8.0 hrs

annual savings

$17K

tools

3

people

1

Pain points

  • Manual
Quick win to automate

API-driven integration

Workflow 1

6.0
OperationsWeekly

Workflow description

hrs/week

5.5 hrs

annual savings

$11K

tools

3

people

1

Pain points

  • Manual
Moderate to automate

API-driven integration

Workflow 5

6.0
FinanceWeekly

Workflow description

hrs/week

7.5 hrs

annual savings

$16K

tools

3

people

1

Pain points

  • Manual
Complex to automate

API-driven integration

Workflow 9

6.0
SalesWeekly

Workflow description

hrs/week

9.5 hrs

annual savings

$21K

tools

3

people

1

Pain points

  • Manual
Quick win to automate

API-driven integration

Workflow 8

5.5
FinanceDaily

Workflow description

hrs/week

9.0 hrs

annual savings

$20K

tools

3

people

1

Pain points

  • Manual
Complex to automate

API-driven integration

Workflow 4

5.5
OperationsDaily

Workflow description

hrs/week

7.0 hrs

annual savings

$15K

tools

3

people

1

Pain points

  • Manual
Moderate to automate

API-driven integration

Workflow 12

5.5
SalesDaily

Workflow description

hrs/week

11 hrs

annual savings

$24K

tools

3

people

1

Pain points

  • Manual
Quick win to automate

API-driven integration

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

Three sales systems, no unified view

DTC, trade, taproom each have their own stack.

GM.

Unified data layer.

Shared painHIGH

Fortnightly excise reporting

6 hours of manual data assembly each fortnight.

Finance.

Automated excise calculation.

Data handoffHIGH

Trade orders email-to-Xero by hand

Sales rep retypes each order into Xero.

Sales.

Trade portal with Xero sync.

Duplicate effortMEDIUM

Stock counted in 3 places

Production, taproom, warehouse all maintain counts.

Production.

Single inventory truth.

Comms bottleneckMEDIUM

Tap-takeover bookings on Google Sheet

12 venues update the same sheet weekly.

Marketing.

Booking platform with venue logins.

Tool gapMEDIUM

No customer feedback aggregation

Reviews on Untappd, Google, Instagram all ignored.

Marketing.

Aggregator with weekly digest.

Shared painLOW

Weekend taproom rosters via WhatsApp

Manager drafts in WhatsApp, staff respond.

Manager.

Rostering app with shift swaps.

Data handoffLOW

Production-to-warehouse paperwork

Print + sign + walk-over.

Production.

Tablet-based handover.

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

Net first-year ROI

83%

Implementation cost

$122K

Savings by department

Where the recoverable hours are concentrated.

  • Sales$76K34%
  • Finance$71K32%
  • Operations$66K30%
Savings by feasibility tier

How impact distributes across the three implementation phases.

Payback period
6.6months

Time required for cumulative savings to cover the $122K projected implementation investment, at current run-rate.

Monthly savings

$19K

Hours / year

3,936

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 12 distinct workflows, and detected 8 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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