Work with us
Your product, built
on our loop.
We’re a product company first. A few times a month we bring the same team, stack and standards to someone else’s problem.
01 /Engagements
Three ways in.
- 011–2 weeks
Rescue Sprint
Your AI-built or vibe-coded app is fragile. We stabilise it and hand you a clear fix plan.
- →Codebase triage & risk map
- →Critical fixes
- →Written fix plan
- 024–12 weeks
Build & Ship
We build one AI product or feature with you, the way we build our own—tested and handed over.
- →Scoped MVP or AI feature
- →Evals & release gates
- →Clean handover
- 03Monthly
Automate & Assure
A small, capped retainer for AI automations, testing, and keeping things healthy.
- →Automation backlog
- →AI testing & evals
- →Bi-weekly check-in
02 /House rules
Why we keep client work small.
Client builds fund the products; the products make us better at client builds. Keeping it small keeps both honest.
- 01
Fixed scope, fixed end
Every engagement has a defined outcome and an end date. No open-ended hourly work.
- 02
A few slots a month
We cap client work so our own products never stall—which means your project gets our full attention, too.
- 03
Built like our products
Same stack, same tests, same evals we run on NicheLinq and Split Biller.
- 04
You own everything
Code, prompts, evals and docs are yours at handover. No lock-in.
03 /Services
What we can help with.
- Vibe-code rescueVibe coding gone bad? wohnmohr rescues AI-generated MVPs—stabilize, refactor, secure, and ship. Book a Rescue Sprint.→
- AI automationAutomate ops, support, and workflows with AI—built with guardrails and testing. wohnmohr ships automation that sticks.→
- AI testingAI testing and evals for LLM features—regression suites, release gates, and performance checks. Ship with confidence.→
- AI productsBuild AI products and features—agents, copilots, workflows—with production engineering and testing. Partner with wohnmohr.→
Not sure your AI-built app is healthy? Try the free vibe-code health check.
Say hello
Got a job worth looping on?
Feedback on our products, a partnership idea, or a build you want done properly—tell us in a few lines, or grab 30 minutes.
Send a quick brief
A few lines is plenty. We reply within a working day.