All scenarios
Scenarios
A startup MVP
“We need to launch an MVP fast”
Our take
Most MVPs fail by overbuilding. We scope to the one workflow that proves your business case, ship it in six to eight weeks, and instrument it from day one so your next build decision comes from real usage data — not guesses.
What we’d build
The core workflow, end to end
Auth, roles, and an admin panel
Usage analytics baked in from day one
Where AI helps
- AI-assisted admin: summaries, triage, drafts
- Synthetic user flows to validate scope before code
- Defer custom ML until you have real data
How we’d phase it
1. Scope the critical path2. Ship in 6–8 weeks3. Measure, then decide
What we’d avoid
Building flashy AI features before the core workflow is clean. Decoration before function kills MVPs.
Get a scoped MVP plan
Talk to us about this scenario — we’ll bring the architecture.