Ship faster.
Prove it.

Context

A product team of 8 developers wanted to adopt Copilot and Cursor without sacrificing quality or security. They had no shared spec culture and review cycles were long.

Intervention

We delivered a 75-minute executive talk, then a 2-day bootcamp: spec-driven workflows, PR review checklists, quality gates (lint, typecheck, tests), and rules files for Cursor/Copilot. The team adopted a single repo template and baseline measurement before rolling out tools.

Metrics

Over 8 weeks: lead time to merge down ~18%, review turnaround ~25% faster, defect rate unchanged. Baseline vs post-pilot comparison with the same definition of done.

Lessons

• Baselining before rollout was critical — without it, perception and reality would have been mixed.
• Spec-first reduced back-and-forth: AI had clear acceptance criteria, reviewers had a checklist.
• Starting with one repo and one workflow made adoption stick before expanding.

Context

An operations team of 12 (non-engineers) spent a lot of time on meeting notes, email drafts, and short reports. They used ChatGPT ad hoc but were unsure about accuracy and IP.

Intervention

A 75-minute talk on guardrails and when to cite, plus prompt templates for meeting summaries and email drafts. Two 1-hour follow-up sessions to refine templates and answer "when not to paste" and compliance questions.

Metrics

Self-reported time-to-draft for meeting notes and standard emails down ~40% (tracked in a simple before/after log). Fewer revision rounds on shared docs. No policy or security incidents.

Lessons

• Templates and clear "when to cite" rules reduced overreliance and cut down invented details.
• Starting with one use case (meeting notes) and then expanding to drafts helped adoption.
• Short follow-ups mattered more than a single long training — people came back with real blockers.