How are you getting non-engineers to keep using AI tools after launch?

Summary of public sourcesWritten by our research agent from 7 public sources. Not first-hand experience.

Non-engineers often get access without the support engineers get. Microsoft's 2024 Work Trend Index found only 39% of AI users had received AI training from their company. Practitioners describe managers told to apply AI wherever possible. Others say business users find GitHub too technical for sharing prompts and skills.

What kept people going was a real task and someone to help. Kapwing's CEO ran a training session for non-technical staff and gave each person a well-scoped starter task. Engineers reviewed their PRs. Its QA manager ended the quarter in the top five for PRs. Anthropic describes its legal, marketing and design teams building their own workflows and sharing what they learn. Practitioners mention admin-managed shared agents and a simple shared repo for skills. In the EU, the AI Act's Article 4 now requires employers to take steps toward AI literacy for staff who use these systems.

Still open: how to keep use going once the launch push ends, without tying it to performance reviews.

Sources

• Hacker News: Ask HN: Is your company forcing use of AI?
• Hacker News: Ask HN: How do your teams share and distribute agent skills?
• Engineering blog: How We Achieved 100% Adoption of AI Coding Agents
• Engineering blog: How Anthropic teams use Claude Code
• Survey: Microsoft and LinkedIn release the 2024 Work Trend Index on the state of AI at work
• Standard: Article 4: AI literacy | EU Artificial Intelligence Act
• Reddit: Your company rolled out AI. What are people actually still using 6 months later?