Dr. Aki Wijesundara
Manu Jayawardana
Free Lesson

Scoping AI Features That Ship Instead of Demo

30 min
Oct 6, 2026 12:00 PM

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What you'll learn

Size features realistically before committing

Estimate the hardening work demos hide before promising a date.

Spot the hardening work demos hide

Signals a feature will demo well but die in production hardening.

Warning signs a scope won't ship on time

Warning signs that a scope will demo well but not ship on time.

Why this topic matters

AI features are notorious for shipping a great demo and then stalling for months in production hardening. This session covers how to scope from the start so what you scope is what actually ships.

You'll learn from

Dr. Aki Wijesundara

Dr. Aki Wijesundara

AI Founder | Educator | Google AI Accelerator Alum

Manu Jayawardana

Manu Jayawardana

AI Advisor | Co-Founder & CEO at Krybe | Co-Founder of Snapdrum

Previous Students from

Google
Meta
OpenAI
NVIDIA
Amazon Web Services
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