The Economics of AI Design

Sarah Khan

AI Product Designer – Unit Economics

The Real Cost of Every AI Feature You Ship, and How Design Can Cut It

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.

What you’ll learn

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.

Learn directly from Sarah

Sarah Khan

Sarah Khan

AI Product Designer (Microsoft Copilot, Walmart, Amplitude)

See all products from Sarah

Who this course is for

  • 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.

What's included

Sarah Khan

Live sessions

Learn directly from Sarah Khan in a real-time, interactive format.

Lifetime access

Go back to course content and recordings whenever you need to.

Community of peers

Stay accountable and share insights with like-minded professionals.

Certificate of completion

Share your new skills with your employer or on LinkedIn.

Maven Guarantee

Your purchase is backed by the Maven Guarantee.

Course syllabus

Week 1

Oct 26—Nov 1

    Oct

    27

    Session 1: The story, extended

    Tue 10/277:00 PM—8:30 PM (UTC)

    Oct

    29

    Session 2: The hidden levers

    Thu 10/297:00 PM—8:30 PM (UTC)

    Oct

    30

    Optional: Office Hours

    Fri 10/307:00 PM—7:30 PM (UTC)
    Optional

Week 2

Nov 2—Nov 8

    Nov

    3

    Session 3: The judgment call

    Tue 11/38:00 PM—9:30 PM (UTC)

    Nov

    5

    Session 4: Rebuild it live

    Thu 11/58:00 PM—9:30 PM (UTC)

    Nov

    6

    Optional: Office Hours

    Fri 11/68:00 PM—8:30 PM (UTC)
    Optional

Schedule

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

Frequently asked questions

Maven for Teams

Reimbursement

Get your company to pay

Everything L&D needs: email template, receipts, and certificate of completion.

Get reimbursed

Team discount

Learn with your teammates

Save 20%+ when 2 or more teammates enroll in the same cohort.

Save 20%+ with a team

Private cohort

Run a cohort for your org

A dedicated cohort with a custom schedule and curriculum, tailored to your team.

Book a private cohort

$1,600

USD

Oct 26Nov 13
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