

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
AI Founder | Educator | Google AI Accelerator Alum

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