
Get Paid with Manny Medina S2E28: SaaS needs a strong AI component | Dave Kellogg (Balderton)
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Nov 28, 2025 In this discussion, seasoned software executive Dave Kellogg shares his insights on the evolution of SaaS towards incorporating strong AI components. He delves into outcome-based pricing, emphasizing the importance of customer perception and the predictability it offers. Kellogg also discusses innovative deal structures like rollover credits to enhance adoption and aligns sales commissions with customer success. He warns about the complexities in revenue recognition and advocates focusing on gross profit dollars over mere percentages, giving valuable advice for budding AI companies.
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Outcome Pricing Is Here To Stay
- Outcome-based pricing is rising because AI makes bigger value pies that justify new models.
- Outcomes are slippery and require clear definition and delivery to charge for them.
Structure Outcomes For Predictability
- Make outcome deals predictable with buckets, rollover credits, and year-one forgiveness.
- Use structured volume assumptions and reset pricing in year two to reduce buyer friction.
Align Sales Pay With Outcomes
- Incent sales to adopt outcome models by paying part of commission up front and tying the rest to realized value.
- Consider half-upfront, half-on-first-outcome or staggered payments to align incentives and reduce fraud risk.




