Scaling beyond AI pilots: Six-move Capability Cycle
On 27 February 2024, Klarna and OpenAI announced that its AI assistant had handled 2.3 million conversations in a month; the equivalent, Klarna said, of 700 agents, cutting resolution time from 11 minutes to under two. It was treated as a triumph. 15 months later, chief executive told Bloomberg the push had gone too far: […] The post Scaling beyond AI pilots: Six-move Capability Cycle appeared…
An AI assistant for Klarna handled 2.3 million conversations in a month, equivalent to 700 agents, reducing resolution time from 11 minutes to under two. However, after 15 months, the CEO admitted the push had gone too far, with quality slipping and humans being hired back. By Q3 2025, the assistant handled more work than ever, equivalent to 853 agents, saving US$60 million, while a human tier was rebuilt around interactions that still needed human intervention.
The same company had two contrasting verdicts 18 months apart, not due to the technology but whether anyone was running a loop underneath the headline number. This distinction separates organizations still running pilots from those compounding an advantage that a rival cannot simply copy.
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