Lead AI-heavy teams with new playbooks for prototypes, risk assessment, and eval

AI increases IC leverage, but it also breaks the management systems most teams rely on.

Prototypes multiply.
“Quality” becomes subjective.
Risk can ship quietly.
Leadership gets pulled into every review because no one is sure what good looks like, or who is accountable for evaluation, failure modes, and rollout decisions.

If you’re a Director, Head of Product/Eng/Data, or VP with multiple AI initiatives in flight, you’re likely seeing the same pattern: lots of demos, uneven production outcomes, rising cost and reliability questions, and execs asking, “How do we know it’s good?” “What can go wrong?” “What’s the ROI?”

This workshop gives you a practical operating system for leading AI-native work without slowing teams down.

You’ll leave with:

• a portfolio and cadence that prevents orphan prototypes and experiments,

• repeatable review process to assess risk and evaluation throughout projects, and

• a new 'operating system' for AI-forward teams so that AI progress translates into ROI

The result: faster alignment, fewer surprises, and AI work that ships to production with confidence.

📅 Date: Saturday, March 21st, 2026
⏰ Time: 9 - 12pm PST
📍 Format: Live Zoom Masterclass with Polly and Elena

 👥 Size: Limited to 30 attendees for intimate Q&A