Enterprise AI Adoption & Workforce Integration

The problem

The team needed to scale output without scaling headcount. Enterprise AI tools were available, but availability isn't adoption — most teams either ignore the tools or use them shallowly without training.

The solution

I spearheaded the integration of enterprise AI tools, including Claude, into daily Service Desk operations, then trained the team on effective prompting for troubleshooting, documentation drafting, and ticket summarization — turning a generic tool into a workflow.

Impact

• Directly improved documentation quality and resolution speed
• Enabled higher ticket throughput without adding headcount
• Maintained high CSAT while volume and complexity both increased

Lessons learned

• Tool rollout is a change-management problem before it's a technical one.
• Prompting is a coachable skill — small, repeatable prompt patterns beat one-off cleverness.
• The biggest wins showed up in documentation quality first, ticket speed second.