The flight simulator for AI product managers.
Real CEOs. Real evals. Real failure modes. Build, ship, and break agentic AI products inside real-shaped companies — before you do it for real.
Built by someone who's shipped it.
Built by a product leader from



Patrick McDougall
Founder, Softmax
Previously Head of Product at Revolut. Founder of Drip (YC S22, acquired). NuBank and Bain.
I'm a self-taught builder. When I started shipping AI products, I hit every wall you'd expect — couldn't scope feasibility, couldn't evaluate quality, couldn't tell a real demo from a doomed one.
I watched it play out at scale too, as AI got pushed onto product and ops teams without the training to handle it. Softmax is what I wish I'd had — and what they needed."
Try our simulator for free
THE FORMAT
What every Softmax simulation looks like.
Cases vary in domain and arc. The format doesn't.
Real-shaped company
You're dropped into a company with realistic constraints — customer base, regulatory pressure, internal politics. Not a toy problem.
Named stakeholders
A CEO who pushes back. A compliance lead who flags risks. An engineer who challenges your architecture. Each one with their own agenda.
Build-ready artifacts
Every mission produces something you'd actually present at work — a problem brief, an architecture doc, a launch readout. Not multiple choice.
Real time grading
Your output is graded against the same rubrics senior PMs use when reviewing AI work in production teams. No participation trophies.
immersive experience
It is not a typical course

Brutal Feedback
Every decision is graded with real rubrics used in production teams.

Real Product
No lectures. You make decisions under pressure — like a real PM shipping AI.

Real Data
Use actual company data, messy inputs, and imperfect outputs — just like in production.

Survive Reality
Scope, test, break, fix, launch.
By the end, you’ll have a working AI product — not a theory.






















