Simulation methodology

AI strategy + deterministic economics.

AI does not fabricate financial outcomes. Every number is calculated by the simulation engine.

AI strategy layer
Competitor decisionsMarket narrativesStrategic reactions
Simulation engine
DemandPricingProductionInventoryFinancial statementsCash flowMarket shareValuation
Principles

Four design principles.

Deterministic economics

Demand, sales, costs, inventory, financial statements and valuation are calculated by explicit formulas.

Adaptive strategic behavior

Competitor agents choose decisions based on market results, their own position and the player's past moves.

Reproducible by seed

Same starting conditions + same decisions + same seed produce the same underlying result.

Uncertainty by design

Demand is shown as a forecast range, events and shocks arrive during play, and rivals' temperaments differ each game.

How CEO LAB works

One quarter. Every function. Real consequences.

1
Player decisions
2
Competitor responses
3
Market simulation
4
Financial results
5
New market conditions
6
Next quarter
Students decide
Pricing Production Advertising Sales force & training R&D and quality control Capacity Product portfolio (NOVA Pro) Financing (board capital) Working capital (payment terms) Market research International expansion PlannedDividends & buybacks Planned
The engine calculates
Customer demandMarket shareUnits soldInventoryRevenueCOGSEBITCash flowReceivablesCapacity utilizationShareholder value
Competitor intelligence

Five rivals. Five strategies.

Each competitor has its own strategy, constraints and behavioral tendencies — plus a temperament that changes from game to game.

Volt
Cost leader
  • Aggressive pricing
  • High volume
Apex
Premium innovator
  • High R&D
  • High quality
Orion
Balanced player
  • Moderate risk
  • Follows the market
Zenith
Low-cost follower
  • Price-driven
  • Undercuts the lowest price
KAI Robotics
Aggressive challenger
  • Strong financial resources
  • Targets market leaders
About the model

Frequently asked questions.

Is CEO LAB powered by AI?

Yes. Competitors are adaptive strategy agents that react to the market and to your past moves, each with a personality and a temperament that varies per game. Financial and market outcomes are calculated by the simulation engine. Language-model competitor agents are in development.

Are financial results generated by AI?

No. Revenue, costs, inventory, cash flow and market share are produced by deterministic simulation logic.

Can the same simulation be reproduced?

Yes. The engine is seeded: the same seed and the same decisions produce the same underlying result. Instructors can give a whole class one shared market.

Is CEO LAB suitable for MBA programs?

It is designed for strategy, general-management, capstone and executive-education use. A faculty pilot program is open.

How long does a simulation take?

From a 90–120 minute classroom exercise to a multi-week module or a full 12-quarter capstone.

Can instructors configure the simulation?

Today instructors choose difficulty and a shared market seed, run team sessions, pause and advance quarters, inject market shocks, and grade and export results. Selecting the number of quarters and editing market assumptions are planned.

Run the company.
Compete. Adapt.