Check AI-supported work before handoff
Rudrajit Choudhuri, Max Meijer, Sam Yu-Te Lee, Cinoo Lee et al. · arXiv / Oregon State University, Microsoft, UC Davis · 12 Sept 2026 · not peer-reviewed
Source finding
630 of 991 codeable free-text responses (63.6 percent) named reading and verification as a minimum obligation before sharing AI-supported work. 187 responses described skipped checking shifting work to recipients. Themes can overlap.
Our interpretation
Checking belongs before handoff. One person saving time does not establish a gain for the whole workflow.
Method and evidence
22 interviews and a survey of 1,534 Microsoft knowledge workers. Of 1,018 answers to the open question on good and bad AI work practices, 991 were codeable. Qualitative themes were assigned with AI assistance and human oversight. Moderate evidence for expectations within this organization.
Limitations and interests
Unreviewed preprint. Voluntary participation and self-reports in one technology company. Open responses show stated expectations, not actual checking frequency, measured time savings or business value. Several authors work for Microsoft, an AI vendor.
What businesses can do
Agree who checks AI results before handoff. Record what was checked and which questions remain open. Measure the recipient’s rework too.
Where to start
Section 7.1 on checking before handoff, 3.2.4 on the data and 8.3 on limitations.