AI & MVP development

AI gets you 80% there.
The last 20% is where we live.

Vibe-coding is great — right up until production hits. We partner with founders and teams to either build MVPs fast with AI, or take over the ones that hit the wall.

Turn your MVP into a launchSee rescue signs
Your prompt
“Build me a CRM”
↓
AI-generated MVP
works
breaks
Week 1–3
↓
Real to Web takes over
ships
+ 2–6 weeks to production
Sound familiar?

Six signs your AI MVP needs us.

If two or more of these ring true, it's time to call a real developer.

01

The AI keeps overwriting working code

Refactors that break more than they fix. Context windows can't hold your whole app.

02

Auth, payments, or data feel "held together with string"

Prompts got you to a demo. Production needs invariants, not vibes.

03

You're scared to deploy

No tests, no staging, no rollback. Every push is a coin flip.

04

Users found bugs faster than you expected

Edge cases multiply when real humans arrive. AI can't anticipate them.

05

The code is unreadable

Dead files, duplicated logic, "why is this here?" at every turn.

06

Your timeline blew up

Week three was supposed to be launch. You're now in week nine.

How we use AI

A fast typist, not an architect.

AI is a tool. We still make the decisions, review the code, and own the outcome.

Scaffolding & boilerplate

CRUD, forms, API routes, test skeletons. Fast setup, reviewed line-by-line.

UI exploration

Generate 5 variations in an afternoon. You pick one; we polish it properly.

Copywriting drafts

First pass from AI, editorial pass from humans. Never shipped raw.

Documentation

AI drafts, we edit for accuracy. Your team actually reads the docs.

Test generation

Comprehensive coverage generated from spec. We validate the critical paths.

Agent workflows

Production-grade agents for your customers — with guardrails, observability, and a kill switch.

FAQ

Things people ask.

Almost always. Sometimes the fastest path is a rewrite of specific parts while keeping the shell; sometimes it's a full re-platform. We do a 3-day audit to tell you honestly, with a fixed scope for the next step.
Yes, where it helps — and no, not for the structural decisions. We use AI as a fast typist, not an architect. Your codebase will be readable, consistent, and maintainable by humans.
Two to five weeks for most ideas. We're strict about scope; features you "might want" get parked, features you need get shipped and tested.
Absolutely — customer-support agents, content pipelines, internal copilots connected to your real data. We care a lot about guardrails, evals, and cost.
Claude, GPT-4/5-family, Gemini, and local Llama/Mistral where it matters. We pick per-task; you're not locked in.

Stuck on an MVP? Send it over — honest take, no sales pitch.

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