AI Product Designer – Unit Economics

For twenty years, software design didn't need to think about unit economics. One more user cost nothing. AI broke that rule. Every interaction calls a model. Every call has a price.
The design choices you're already making, how much context you send, how long a response runs, which model handles it, are now cost decisions too. You just can't see it yet.
When you can't answer the cost question, someone else answers it for you. Your feature gets quietly downgraded by people who understand the cost side and nothing about the design side, because you weren't in the room.
This course puts you back in the room. You'll learn the handful of levers that actually move cost, rebuild a real feature live and watch the number fall, and leave with a one-page brief to share with the team.
The AI bill lands in a meeting you're already in. This course teaches you to be the one who explains it, not the one it happens to
Learn the actual math behind an AI feature's running cost, worked from one real example.
Understand why AI features break the old rule that one more user costs almost nothing.
Walk into any cost conversation already knowing the number, not waiting to be handed it.
Learn the specific design decisions, context, response length, model routing, trigger frequency that move cost.
Rebuild a real AI feature live and watch the number fall as the design changes.
Know when a cost is a problem to fix, and when it's the price of something worth it.
Turn what you learn into a one-page brief written the way a PM or CFO reads
Bring it straight into your next roadmap review, already holding the thing you'd otherwise scramble to produce.
Defend your number on the spot the next time someone asks if a feature is worth it.

AI Product Designer (Microsoft Copilot, Walmart, Amplitude)
Designers, PMs, and founders shipping an AI feature
Especially if you've sat in a room with no answer for the cost question.
Designers and PMs about to ship their first AI feature
Get ahead of the cost question before it becomes a fire drill not after.
Anyone whose feature already got cut, capped, or downgraded without a say
You want the next one to go differently.

Live sessions
Learn directly from Sarah Khan in a real-time, interactive format.
Lifetime access
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Live sessions
1-3 hrs / week
Tue, Oct 27
7:00 PM—8:30 PM (UTC)
Thu, Oct 29
7:00 PM—8:30 PM (UTC)
Fri, Oct 30
7:00 PM—7:30 PM (UTC)
Projects
1-2 hrs / week
Async content
1-2 hrs / week
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