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AI Monetization

AI Monetization

By: Maciej Wilczynski Ph.D.
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Raw, unfiltered notes on pricing, monetization, and value of AI products. From pricing expert, Maciej Wilczynski, Ph.D., from Valueships. Perfect for product creators, software entrepreneurs, and everyone who needs to speed up their monetization game. Topics include: token economics, outcome-based pricing, migrations from subscription to usage-based - the mechanics nobody tells you about. Solo-engineered on my own, always keeping it below 20 minutes. New episodes every week.Valueships
Episodes
  • is there enough value in AI to justify price increase?
    Jun 24 2026

    i have read 67 reports from top institutions, so you don't have to. I had one mission in mind: does AI really increase value enough to justify price increases?

    went through what Goldman, McKinsey, MIT, Stanford, and Acemoglu have to say about AI productivity gains and also considered what it means for pricing. short version: AI bolted onto existing processes caps at 15-30% productivity gain.

    that's not enough for a pricing premium. you need to rebuild your work around AI as Henry Ford did. This is the way to unlock real value.

    also mapped out 5 situations where AI actually justifies a price premium.

    keeping it short under 20 minutes, I value your time.

    whole report I quote is here, without any e-mails or login: https://www.valueships.com/artifacts/the-real-economic-value-of-ai

    timeframe:

    • 00:00 intro
    • 00:28 67 reports on AI productivity ceiling
    • 02:13 the Henry Ford parallel - you need to make your own workflow
    • 03:13 theory of constraints vs. AI
    • 04:26 the Artificial Value Index - how it works
    • 05:30 MIT study on how most pilots fail
    • 06:01 the pricing model mismatch
    • 07:47 why customers stick to old purchasing models
    • 10:08 five situations where AI justifies a premium - good checklist to follow
    • 13:13 cost vs revenue framing
    • 14:13 closing - AI is the anchor, not the keynote


    Maciej Wilczynski, Ph.D.
    Managing Partner, Valueships

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    15 mins
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