Date context: Page last-updated date, not independently established pilot fieldwork date
Umeå's pilot follow-up reports that 80% of participating users use Copilot daily, 94% perceive time and quality benefits, and average reported savings are 85 minutes a week. Writing, information finding and meeting support are common uses. Users also describe checking errors and retaining responsibility for results.
Umeå kommun · 2025-12-10
Primary publisher text checked on 2026-11-02. Scope and limits stated below; independent results not reproduced.
What the source shows
Umeå's pilot follow-up reports that 80% of participating users use Copilot daily, 94% perceive time and quality benefits, and average reported savings are 85 minutes a week. Writing, information finding and meeting support are common uses. Users also describe checking errors and retaining responsibility for results. Source: Umeå kommun, 2025-12-10
Limits and reading context
These are self-reported pilot findings in a municipal communication. The page does not establish a controlled net productivity effect or represent every municipal employee. The visible last-update date is December 2025; this is not new November 2026 fieldwork. Source: Umeå kommun, 2025-12-10
For HR, AI + JJ
AI + JJ, application: Ask users to record a few repeatable tasks before and after AI support, including review time and quality. What practice helps a useful assistant become dependable everyday work? Source: Umeå kommun, 2025-12-10