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Aristotle | ION Management Science Lab

AI-augmented Managerial Decision-making
under Uncertainty

Aristotle helps learners and managers think like a scientist: frame a problem, build rival theories of value, test them with experiments and decide based on evidence.

Capabilities

Aristotle capabilities

Aristotle

One guided path from problem to decision. Describe the challenge; Aristotle frames it, builds rival theories, designs the tests and helps you commit.

Aristotle 365

A daily practice of clear thinking. Frame a problem, build a theory or design a test as a standalone session — one piece of the method at a time. Everything you save is kept for next time.

AutoAri

Answer a short interview. Aristotle then frames the problem, builds theories, weighs the evidence, designs the experiment and hands you a report — and keeps digging overnight if you ask.

Socrates

Real decisions — Apple, Adobe, Nintendo, Red Bull and more — as guided journeys. Take the decision-maker's seat and work through each act with a Socratic coach.

Peirce

Abduction, run as an agentic pipeline. Describe a situation; Peirce scans it for surprises, proposes the causes behind them and turns the strongest into ideas worth exploring — each with its evidence, risks and next check.

Why Aristotle

Habits of thought

Think probabilistically

Move past yes or no. Put a number on how much you believe each theory and decide with the uncertainty in view.

See the causes

Turn intuitions into explicit causal maps: the factors that drive an outcome, and how they connect.

Practice with a coach

Work through real cases with Socrates asking the questions — a nudge, a guide or the point stated plainly when you need one.

Use cases

Applications

Any managerial decision under uncertainty

Mergers & Acquisitions

Evaluate strategic fit and synergy potential

Executive Hiring

Assess leadership impact on organizational outcomes

Capital Structure

Optimize financing decisions under uncertainty

Innovation

Prioritize R&D investments with causal reasoning

Market Entry

Evaluate market entry strategies systematically

Organizational Restructuring

Design and test organizational changes