Worked example
Supply chain optimization — anatomy of an AI business case.
A redacted, generic walkthrough of how an opportunity becomes a defensible recommendation your CFO, ops lead, and sales team all sign off on — built using AI alongside the frameworks strategists already trust.
Before
Weeks of manual analysis. Slides built from scratch. Assumptions buried. Sales team selling on stale numbers.
With AI support
Structured opportunity scan. Assumptions made explicit. Models stress-tested across scenarios in hours.
Outcome
A defensible recommendation agreed in a single working session — not a quarter-long process. Sales out the door first.
The seven anchors
How the case is structured.
Every business case worth signing follows the same skeleton. AI just lets you fill it in faster, with sharper evidence.
Company context
Industrial organization running complex, multi-site operations across ERP, planning tools, and Excel. Established business under growth pressure.
Current challenges
Fragmented data. Manual planning. Limited end-to-end visibility. Bottlenecks in operations and logistics. Decisions get made late, on incomplete information.
Compelling event
Margin pressure with no easy lever. Missed delivery targets. Leadership asked to do more without adding headcount. Competitors moving faster on AI.
Regulatory & external pressure
Compliance deadlines, sustainability reporting, operational transparency. Cost of inaction is no longer just internal — it shows up on the regulator's desk.
AI opportunity
Predictive demand forecasting, inventory optimization, bottleneck identification, scenario simulation. AI becomes a decision layer — not just another tool the team has to learn.
Business impact
Typical results: 10–25% inventory reduction, 2–5% revenue recovery, 20–40% productivity improvement. Payback in 6–12 months.
Approach
Understand the context. Identify the highest-impact opportunity. Build an ROI-driven business case using the strategist's toolkit. Pilot, prove, scale.
Frameworks applied
Strategist's toolkit, AI-accelerated.
Porter's Five Forces
Read the structural pressures behind margin erosion in real time.
BCG Growth-Share Matrix
Decide which product lines deserve the inventory investment.
SWOT & TOWS
Pair the diagnostic with concrete strategies — defensive, offensive, and adaptive.
VRIO
Surface the operational capabilities competitors genuinely cannot copy.
Scenario planning
Run demand, cost, and regulatory scenarios before committing capital.
ROI modeling
Tie every assumption to a number a CFO can defend in a board room.