Clouded Judgement: How Will AI Effect Software Business Models?

The article examines two critical impacts of AI on SaaS business models: gross margin compression from AI inference costs and the tension between consumption-based pricing and seat-based models when AI enables productivity gains. Ball argues that incumbent vendors with large balance sheets can afford to absorb AI costs while startups face structural margin pressure, and that consumption pricing models are better positioned to handle AI-driven productivity gains.