FREE COMPLETE CASE · EVIDENCE GRADE A
Klarna AI Assistant
Klarna and OpenAI published a named deployment with before/after service metrics. It is a customer/vendor case, so the operating figures are attributable but not independently audited in the cited pages.
Target user and commercial job
Klarna customers across payments, refunds, returns and shopping
A multilingual AI support assistant embedded in Klarna's customer experience
Price or value unit
Internal deployment; vendor contract terms are not public
Commercial path
Existing customers encounter the assistant inside support; there is no separate consumer checkout.
Distribution and delivery
Distribution comes from Klarna's installed customer base rather than a new media funnel.
24/7 service in 23 markets and more than 35 languages, with escalation around unresolved work.
Trust and economic boundary
Klarna compared satisfaction and resolution behaviour with human support and published operating metrics.
The value depends on enormous conversation volume; economics will differ for small support teams.
PRIMARY-SOURCE RECORD
What the original material says
- 01
Month one handled 2.3 million conversations—two-thirds of Klarna support chats.
- 02
Average resolution time fell from 11 minutes to under two minutes.
- 03
Repeat enquiries fell 25% while reported customer satisfaction remained comparable with human agents.
- 04
The assistant operated in 23 markets, 24/7, across more than 35 languages.
- 05
Klarna estimated US$40 million of 2024 profit improvement; the underlying calculation is not published.
EVIDENCE BOUNDARY
What it does not prove
- ‘Equivalent to 700 agents’ describes workload, not headcount removed.
- The case does not disclose model, integration, review or escalation cost.
- A vendor-partnered story should be read as attributed evidence, not an independent experiment.
Price the project against a measured service baseline: contact volume, repeats, handling time and resolution quality.
Do not convert ‘work equivalent to 700 agents’ into 700 layoffs or guaranteed savings.
VALIDATION EXPERIMENT