Why your AI product has SaaS pricing and utility-grade costs

Elite Edition #371 | AI Deep Dive | 30 July 2026 | 5 min read

Cheaper by the Token, Costlier by the Task: Inside AI’s Quiet Margin Crisis

What You’ll Learn From This Edition

• Why the widely cited “token prices have collapsed” statistic can be true at the same time AI companies report worse gross margins than the software they’re replacing

• The specific mechanism, agentic multi-step workloads, currently outpacing the price-deflation curve, with the 2026 numbers behind it

• Why one AI lab’s margin can climb from 38% to over 70% in a year while its own customers’ margins compress, using the same usage growth as the cause

• A framework for telling whether a given AI cost behaves like software (falling toward zero at scale) or like a utility (scaling with usage)

• How to reread a vendor’s pricing page, a startup’s unit economics slide, or an earnings call transcript once you’re looking for this distinction

• What Uber’s four-month AI budget and Microsoft’s internal Claude Code cancellation actually tell you about where this is heading

Table of Contents

1. Executive Summary

2. Deep Dive in One Sentence

3. Why This Topic Matters Now

4. The Big Question

5. The Conventional Narrative

6. What’s Really Happening

7. The Economics Behind the Shift

8. Winners and Losers

9. Second-Order Effects

10. Strategic Implications

11. Mental Model of the Week

12. Key Takeaways

13. Closing Thought

Executive Summary

• Token prices have fallen by roughly two to three orders of magnitude since 2022, yet gross margins on AI-native products are falling too, from a SaaS-standard 70 to 90 percent range down toward the low 50s in 2026.

• The reason: agentic workflows consume far more tokens per completed task than the falling price curve accounts for, so total spend rises even as the unit price drops.

• The margin math splits by layer. Model owners are capturing rising margin from usage growth. The companies building on top of those models are absorbing the rising cost as COGS.