
Fit
Who this is for.
Best outcomes come from teams with clear business pressure and commitment to execution.
Owner-led businesses
Leaders who need fast decisions, fewer handoffs, and a direct working relationship with a senior engineer.
Operations-heavy teams
Teams with repetitive support, sales, onboarding, or fulfillment workflows where automation delivers immediate value.
Modernization projects
Organizations carrying legacy tooling that slows delivery, creates reporting friction, or increases operational risk.
Good fit signals
- Clear problem statement tied to cost or risk
- Decision maker available for weekly checkpoints
- Willingness to retire outdated workflows
- Need for practical deployment over slide decks
Not a fit
- Open-ended "explore AI" with no business target
- Multiple approval layers with no owner
- Expectation of enterprise scope on tiny budgets
- Preference for long strategy cycles over execution
Not sure if this is a fit?
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