Too many possible use cases
Prioritize the opportunity that creates meaningful value and can be tested without a sprawling program.
I help SaaS founders and product leaders choose the right use case, define the smallest useful release, and make it tangible in five focused days.
13 years in product · Founder of Vivid Resume · Working remotely with teams worldwide
The sprint is designed for the moment between “we should do something with AI” and committing a team, roadmap, or development budget.
Prioritize the opportunity that creates meaningful value and can be tested without a sprawling program.
Reconnect the AI idea to a user, a business outcome, and evidence that can change a decision.
Give design, engineering, and leadership one understandable first release instead of competing assumptions.
Competing assumptions become one opportunity, one release boundary, and one decision path the team can act on.
Five focused days turn a broad AI ambition into one product direction your team can discuss, test, and confidently plan around.
A prioritized AI use case connected to a user need and business outcome.
Clear in, out, and later boundaries plus a clickable prototype of the core journey.
Expected AI behavior, failure modes, an evaluation plan, and a sequenced 90-day roadmap.
The work stands alone. Your team can take it forward without a continuing engagement.
No workshop theatre and no disappearing for weeks. Every day ends with a concrete decision, so you can see broad ambition becoming buildable direction.
Align on the user problem, business outcome, evidence, and constraints.
Compare use cases by user value, business value, feasibility, and risk.
Set the smallest useful release and make its in, out, and later boundaries explicit.
Make the core journey tangible and pressure-test its most important assumptions.
Review the evidence, AI risks, evaluation plan, and recommended sequence.
Vivid Resume is a shipped closed-beta product—not a workshop exercise. Building it forced the same decisions I help teams make: where AI is useful, what the first release should include, and what must be true before users can trust it.
Moved beyond a generic résumé generator to a product organized around the specific job someone wants.
Directed the user journey, AI behavior, scope, payments, edge cases, and the quality bar for generated work.
Real product mistakes became safeguards in the Auteur Framework—not polished theory written before the work.
I bring founder-level scrutiny to the opportunity before expensive implementation begins—and leave your team with a direction they can examine, challenge, and build.
AI assists. The user stays able to understand, edit, and stand behind the result.
Gabriel’s contributions were invaluable. His expertise significantly impacted our project’s success.
Founder & CEO, Telly
Co-Founder, Pluto TV
You do not need a polished brief. Share the opportunity, the pressure behind it, and what is still uncertain. I’ll assess whether a focused five-day sprint is the right next move.
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