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Playbook

AI moat design workshop

This is for you if you are building at pre-seed, seed, Series A. Best moment: Use this before quarterly planning once you have early customer usage and feedback data.

What you should do

Use this when teams agree moat matters, but not which signals to capture or prioritize first.

Decision: Which data loop will become our moat, and who owns it this quarter?

Next this week: Upload your deck for a First Look.

AI moat design workshop hero image

When this fits

Decision criteria

  • You need shared language across product, ML, and GTM teams.
  • Current roadmap lacks explicit flywheel milestones.
  • You want moat claims tied to measurable execution signals.

Decision matrix

Decision matrix
Decision matrix

Execution flow

System flow

AI moat workshop execution flow

  1. Signal inventory
  2. Loop design
  3. Ownership model
  4. Roadmap scoring
  5. Commitment gate
Cross-functional ownership is explicit

Roadmap committed

  • Publish moat milestones
  • Instrument top loops
  • Track scorecard quarterly
High alignment but unresolved dependencies

Workshop follow-up

  • Assign owners to open decisions
  • Sequence dependencies
  • Set next workshop checkpoint
No shared loop thesis

No alignment

  • Narrow problem scope
  • Rebuild data ownership
  • Avoid broad moat claims

Weekly loop

Quarterly loop: re-score moat progress based on shipped instrumentation and outcomes.

Who this is not for

Teams with no telemetry instrumentation path in current quarter.

Businesses where proprietary data rights are contractually unavailable.

Organizations focused only on near-term service margin extraction.

FAQ

Is this highly technical?

It is cross-functional: technical enough for implementation, clear enough for leadership decisions.

Can this be remote?

Yes.

Read full answer

The workshop structure supports remote collaboration and asynchronous prep.

Actionable next step

See which parts of your moat story your deck supports and which need evidence before you pick a data loop to own.

Upload your deck for a First Look