Klarna saved $60 million and broke its company. The missing layer is what I'm calling intent engineering + 2 prompts to find yours
Klarna’s Q3 2025 earnings revealed its AI agent now does the work of 853 full-time employees and has saved the company $60 million. But six months earlier, its CEO had already admitted publicly that the AI strategy had cost Klarna something far more valuable — and he’s still trying to buy it back.
TL;DR
- Klarna's AI agent saved $60 million but also negatively impacted the company.
- The distinction between AI failing and succeeding at the wrong thing is the key unsolved problem in enterprise AI.
- Intent engineering is the missing discipline to make organizational purpose machine-readable and actionable.
- Prompt engineering tells AI what to do, context engineering tells AI what to know, and intent engineering tells AI what to want.
- Key components for fixing the intent gap include unified context infrastructure, coherent AI workflow architecture, and organizational alignment frameworks.