Free Playbook
Your Planning Team is Solving Last Week’s Problem.
Manual planning doesn’t scale. Spreadsheets don’t adapt. And every hour your team spends rebuilding a schedule is an hour they’re not executing on strategy. This playbook explains what to do instead, and what the ROI looks like.
50 %
Reduction in planning cycle time. ~ Lumileds/IBM CPLEX
+5%
Gross margin improvement over a 30-year horizon, mining, Gurobi
3-12 months
Typical payback period for optimization deployments
The problem
Manual planning was built for a world that no longer exists.
Operations leaders across mining, supply chain, and logistics are facing the same pressures: greater volatility, tighter capacity, and less tolerance for slow decision-making. Spreadsheets and heuristics aren’t failing slowly; they’re failing visibly.
Hours-long planning cycles
Your team is spending the morning rebuilding a spreadsheet instead of executing on it. This is a planning architecture problem.
Throughput left on the table
Hand-built schedules reflect what a planner can estimate, not what the operation can actually handle. The gap between those two numbers is a margin you are not capturing.
Decisions that can’t be replicated
When planning lives in a planner’s head, it leaves with them. Every new hire starts from zero. Decisions are hard to audit, hard to train, and impossible to scale.
Fragility under volatility
A supplier goes down. Tariffs shift overnight. Demand spikes, manual plans don’t adapt, they collapse. And recovery means starting over.
Inside the Playbook
What you’ll take away from 30 minutes of reading.
Written for operations leaders who are responsible for planning decisions, not for engineers who build the models. No jargon. Direct language. Specific outcomes.
01 The real cost of manual planning
Four measurable failure modes, with the numbers behind each one.
02 The real cost of manual planning
What solvers like Gurobi and IBM CPLEX actually do, explained without the math.
03 AI predicts. Optimization decides.
How AI forecasting and optimization solvers work together as a closed-loop decision system.
04 Three documented case study results
Mining, manufacturing, and financial services, with source links to the original IBM and Gurobi studies.
05 What ROI looks like, and how fast
Typical ranges, payback periods, and why constrained industries see results faster.
06 Getting your organization ready
What changes, what doesn’t, and how to start with one use case and scale from there.
Documented Results
What organizations achieve when they move beyond manual planning.
Every figure below comes from a published IBM or Gurobi case study, linked in the playbook. These aren’t projections.
Mining – Strategic Planning
+5%
Gross margin improvement over a 30-year planning horizon, using the Gurobi Optimizer for multi-site pit and blending optimization.
Gurobi | Polymathian case study.
Manufacturing – S&OP Planning
50%
Reduction in planning cycle time at Lumileds, managing 4,000+ product configurations across global factories using IBM ILOG CPLEX.
IBM Case Study | Lumileds Holding B.V.
Financial Services – Settlement
Seconds
Payback period at Banque de France after implementing IBM CPLEX to process hundreds of thousands of securities transactions.
IBM CPLEX Case Studies
Who is this for
Written for the leaders responsible for planning decisions.
Not a technical manual. Not a vendor pitch. A clear-eyed look at why optimization is becoming a baseline expectation in constrained operations, and what it takes to get there.
DECISION OWNER
You’re accountable for throughput, cost, and resilience, and your planning tools aren’t keeping up.
- VP/Director of Operations
- Chief Operating Officer
- VP Supply Chain
- Head of Planning
- VP Logistics or Manufacturing
THEIR CONTEXT
The pressure is the same across mining, logistics, and manufacturing: do more with less, faster.
- Smaller teams, higher expectations
- Rising labor, energy, and input costs
- Tariffs and supply disruptions are becoming routine
- Pressure to protect margin without new capital
Why choose us
Enterprise-grade, governance-ready, production-proven.
Modaai’s experience and partnerships enable deployments that meet the technical, performance, and governance standards required by large and regulated organizations.
Ready to see what optimization unlocks in your operation?
Read the playbook to understand the framework. Then talk to our team about what it looks like applied to your specific planning challenges.