Top 6%
in this catalogue (246 scored practices)
Scores cluster high, so position within the catalogue is often more telling than the number alone.
Evidence of impact / measured public value2/3
OECD's 2026 workforce report cites 38 FTE years of annual savings, a credible operational metric, but citizen-facing outcome improvements such as processing speed and error rates are not separately published.
Transparency, fairness & accountability3/3
Kela's public AI register, automated-decisions page, responsible-AI principles, and 2020 Chancellor-of-Justice review represent best-in-class public-sector algorithmic transparency.
Transferability / demonstrated replication1/3
The approach is documented and replicable, but no formally evidenced replication at another social insurance institution has been published.
Scalability beyond pilot3/3
Fully operational at national scale covering all benefit-application document processing across Finland, not a confined pilot.
Governance, capability & sustainability3/3
Chancellor of Justice review, public AI register, explicit human-override policy, and ongoing model monitoring constitute robust, institutionalised governance.
Evidoria. Kela — Preprocesamiento automatizado de documentos de prestaciones sociales con IA (Finlandia). Persistent ID: 4d220002-7031-4c6e-bb37-a998328cae29.