Klarna's bot did 700 agents' work; 15 months later it was hiring humans

01The 700-agent month, and the walk-back

Klarna’s release of 27 February 2024 is the most quoted number in this market. In its first month the assistant handled two-thirds of customer-service chats, did “the equivalent work of 700 full-time agents”, cut the time to resolve an errand from 11 minutes to under 2, reduced repeat inquiries by 25%, and ran in 23 markets and more than 35 languages. Klarna estimated a US$40 million profit improvement for 2024.¹

Fifteen months later Sebastian Siemiatkowski told Bloomberg that “investing in the quality of human support is the way of the future for us” and that “there will always be a human if you want.” Klarna had paused hiring for more than a year and its headcount had fallen 22% to about 3,500, mostly by attrition.²

02The fear is the closed door, not the wrong answer

Gartner surveyed 5,728 customers in December 2023 and published on 9 July 2024: 64% would prefer companies did not use AI in customer service, and 53% would consider switching to a competitor if they found out a company was going to.³ The breakdown of their concerns is the useful part.

Gartner’s own advice follows from it: a chatbot should tell the customer, up front, that it will hand over to an agent when it cannot solve the problem.³ Our rule for a pilot is the same in three lines. Put the route to a person on the first screen. Measure resolution and repeat contacts, not deflection. Keep the bot on the routine requests, such as order status, password resets and refunds within policy, until those numbers hold for a quarter.

03Buying it in India

The AI agent is now the larger line on a small team’s helpdesk bill: five published price lists charge US$0.49 to US$2.00 per AI-handled conversation, and they count different things.⁵ Most are in US dollars; bought through an Indian reseller they arrive as an INR invoice with 18% GST, bought direct from abroad the GST is yours to self-account under reverse charge. The transcripts are personal data under the DPDP Act, 2023; its Rules were notified on 13 November 2025 and the substantive duties apply from 13 May 2027.⁶ A breach of the bot vendor’s platform is reportable to CERT-In within six hours under its Directions of 28 April 2022.⁷ Banks add RBI’s Directions of 31 July 2026, which require audit and RBI inspection rights in vendor contracts.⁸ Ask where the transcripts are stored before you ask what the bot costs.