AI Advisory in Action/AI Value Scan
CASE STUDY , FORTUNE 500 HEALTHCARE DISTRIBUTION

Identify $10M+ of AI-driven productivity and cost reduction opportunities before making large AI investments.

A Fortune 500 healthcare distribution company leveraged MAD Advisory's AI Value Scan to identify high-impact AI opportunities tied directly to warehouse productivity, supply chain performance, labor optimization, and margin improvement.

Distribution Network , Live Ops
DC-01DC-12DC-24
AI Opportunity Heatmap
Labor Productivity
87.2%
vs target 94%
Freight Spend
$6.7M
▲ over budget
Identified Value
$8–15M
28 opportunities scored
The Challenge

Operational pressure across the distribution network , with no clear view of where AI could move the P&L.

Monthly performance reviews surfaced revenue running below plan, supply chain costs exceeding budget, warehouse labor productivity under target, delayed automation initiatives, and rising occupancy expenses.

Leadership was already pursuing productivity initiatives, but lacked visibility into where AI could accelerate cost reduction, improve execution, and drive measurable operational improvements.

Rather than launching isolated AI experiments, leadership wanted a structured assessment focused on identifying high-value opportunities tied directly to P&L performance.

Performance Pressure , Operating Baseline
Revenue
$8.3M
Below Plan
Supply Chain Costs
$6.7M
Over Budget
Warehouse Productivity
Below Target
Labor + throughput gap
Automation Programs
Delayed
Behind committed milestones
Occupancy Costs
Increasing
Facility + lease pressure
Network Optimization
In Progress
Footprint review active
Our Approach

How we conducted the AI Value Scan.

01

Distribution Center Operations Assessment

  • Labor scheduling
  • Workforce productivity
  • Warehouse workflows
  • Exception management
  • Shift planning
02

Supply Chain Analytics Review

  • Forecasting
  • Inventory planning
  • Transportation operations
  • Procurement processes
  • Vendor management
03

Automation Readiness Assessment

  • Existing automation initiatives
  • Data quality
  • Integration readiness
  • Technology constraints
  • Adoption barriers
04

Executive AI Opportunity Workshops

  • Operations leadership
  • Distribution center managers
  • Supply chain teams
  • Finance leaders
  • Technology leadership
AI Opportunities Identified

High-value AI opportunities, scored and prioritized.

01
AI AGENT

AI Workforce Planning Agent

Uses demand forecasts, labor availability, and operational performance data to optimize labor scheduling.

Potential Benefits
  • Reduced overtime
  • Improved labor utilization
  • Better workforce planning
02
AI AGENT

AI Productivity Recovery Advisor

Monitors warehouse KPIs and identifies operational bottlenecks affecting throughput.

Potential Benefits
  • Faster issue identification
  • Improved productivity
  • Reduced operational variance
03
AI AGENT

AI Inventory & Demand Forecasting Engine

Combines operational, customer, and market data to improve forecasting accuracy.

Potential Benefits
  • Reduced inventory costs
  • Improved service levels
  • Lower stockout risk
04
AI AGENT

AI Vendor & Freight Optimization Assistant

Identifies opportunities to reduce transportation and logistics expenses.

Potential Benefits
  • Lower freight costs
  • Improved carrier performance
  • Better procurement decisions
05
AI AGENT

AI Executive Operations Copilot

Generates automated operational insights and executive reporting.

Potential Benefits
  • Reduced reporting effort
  • Faster decisions
  • Better visibility
Outcomes

What the engagement produced.

0+
AI Opportunities Identified
0
Prioritized for Implementation , Top 8
$815M
Potential Annual Value Identified
0 mo
Sequenced AI Roadmap Developed
Value Realization Map

Opportunities plotted by impact and ease of execution.

Every opportunity was scored against business impact and implementation feasibility. Quick wins were sequenced first to fund the next wave.

  • Quick Wins , first 90 days
  • Strategic Investments , 6 to 12 months
  • Future Opportunities , watch list
  • Long-Term Transformation , 12+ months
Quick Wins
Strategic
Long-Term
Future
Workforce Planning
Exec Ops Copilot
Productivity Advisor
Demand Forecasting
Freight Optimization
Network Sim
Autonomous DC
Doc Intelligence
Ease of Implementation →
Business Impact →
Deliverables

What the client received.

AI Opportunity Inventory
Financial Impact Assessment
ROI & Feasibility Scoring
Executive Briefing Deck
AI Prioritization Framework
Recommended Pilot Candidates

Where is AI creating value in your organization?

Most organizations do not need more AI ideas. They need a disciplined way to identify which opportunities will generate measurable business outcomes.