AI didn’t just change the product. It changed the cost structure underneath it.
Classical SaaS could run at 85% to 95% gross margins because serving the next customer cost almost nothing. With AI, every interaction carries real compute cost, and a small group of heavy users can quietly turn profitable growth into daily losses.
This conversation explores how founders should rethink pricing and packaging, why hybrid models may offer the right balance between predictability and usage, and what it takes to price around jobs to be done instead of feature lists.
You’ll also hear why outcome-based pricing is harder than it sounds, how often pricing should be reviewed, and how an AI-generated pricing table nearly created a $1,000-a-year tier for a company selling to mid-market customers at $12,000 a year.
If AI is part of your product, your pricing can’t stay static.
Key Takeaways
00:00 AI and pricing challenges
03:13 Roi Artuv on AI and SaaS Pricing
08:05 Profitability challenges with AI features
12:57 Hybrid pricing model discussion
15:57 Changing model costs and usage
18:06 Assessing AI service costs
21:51 Understanding packaging in sales
25:31 Understanding AI Unit Economics
29:34 Importance of annual price increases
34:08 Creating a new product pricing strategy
37:54 Understanding unit economics in AI
41:36 Turning frustration into merchant leverage
42:35 Shifting from scarcity mindset
Tweetable Quotes
The “Magical” Growth Lever: getting your pricing and packaging right. [00:04:53 → 00:04:54]
AI Can Destroy SaaS Profitability: Yeah, that means that you're going into a profitability problem. [00:08:05 → 00:08:09]
The Revenue Forecasting Crisis: How are we going to forecast our revenue? We don't know. [00:13:36 → 00:13:40]
AI Pricing: And then go to your customers and actually ask them, what is the value that this new feature AI agent created for you? [00:18:41 → 00:18:48]
Personalized Pricing Strategy: “I'm gonna introduce how we package that product.” [00:20:10 → 00:20:12]
Why Value Selling Needs Packaging: If you don't have the right packaging to support that conversation, then you can never do that. [00:22:11 → 00:22:16]
Pricing Is Never Static: “requires us to more often revisit pricing” [00:27:29 → 00:27:33]
Why Enterprise Customers Shouldn’t Vibe Code: “enterprise customers should not vibe code. It's too dangerous for their organization.” [00:32:59 → 00:33:04]
Claude’s Pricing Strategy Was “Spot On”: She came with a pricing strategy that Claude created. It was spot on. [00:34:32 → 00:34:35]
SaaS Leadership Lessons
1. **Assign clear pricing ownership.**
Pricing needs one accountable owner and regular reviews as the product and market change. [39:00]
2. **Measure AI unit economics by user.**
Heavy users can quietly erase margins, so track cost and profitability at the individual-user level. [26:04]
3. **Consider hybrid pricing.**
Combine a recurring base fee with usage-based charges to balance predictability and serving costs. [12:57]
4. **Test before adopting outcome-based pricing.**
Customer outcomes vary, so validate the value with a small group before rebuilding your model. [18:06]
5. **Package around jobs to be done.**
Feature-based tiers invite discounting. Packages tied to customer goals support stronger value conversations. [21:51]
6. **Review pricing whenever the business changes.**
Revisit it after product launches and during long sales cycles. Track usage, churn, win-loss data, and margins. [28:10]
Guest Resources
roee@willingnesstopay.com
www.willingnesstopay.com
https://www.linkedin.com/in/roeehartuv/
Episode Sponsor
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SaaS Fuel Resources
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