1–2 weeks
Rescue Sprint
For when vibe coding (or a rushed AI build) went sideways. We stabilize, clean up, and get you back on track.
- Codebase & prompt triage
- Security & reliability fixes
- Refactor priorities
- Ship / next-step plan
wohnmohr
AI consulting that builds, automates, tests—and fixes vibe coding gone bad.
We’re an AI consulting startup. Need an AI product, automation, or solid testing? We do it. Prompt-built chaos that barely runs? We fix it.
Who we are
An AI consulting startup for builders who need it done right
wohnmohr helps teams ship AI products, automations, and test systems— or rescue projects when vibe coding got you 80% there and 100% stuck.
We’re not a slide-deck agency. We write code, harden AI workflows, and leave you with something you can actually maintain.
We build it—or we fix it
AI products, automations, and test suites from scratch—or a clean rescue when vibe coding went bad.
Production over vibes
Demos are easy. We care about maintainable code, real tests, and systems you can change next month.
Honest scope
We’ll tell you what to keep, what to rewrite, and what’s not worth saving—before you spend more runway.
Startup speed, senior judgment
Fast delivery without the “AI wrote it, nobody owns it” hangover.
What we do
AI products. Automation. Testing. Rescues.
If it’s AI software—building it, automating with it, testing it, or fixing a vibe-coded mess—we handle it end to end.
AI Product Build
01We design and ship AI products and features—chat, agents, copilots, and custom workflows—built to last beyond a demo.
- AI product / feature delivery
- LLM & agent integrations
- Production-ready codebase
AI Automation
02We automate the busywork: ops flows, content pipelines, support triage, data chores—so your team ships instead of copy-pasting.
- Workflow & ops automation
- Agent-assisted processes
- Measurable hours saved
AI Testing & QA
03We test AI systems the way users break them—functional checks, evals, regression suites, and release gates before you ship.
- AI eval & regression suites
- Release readiness checks
- Quality playbooks for your team
Vibe-Code Rescue
04Vibe coding gone bad? We untangle AI-generated messes—stabilize, refactor, secure, and get you back to a shippable product.
- Codebase triage & risk map
- Stabilize + refactor plan
- Hardened, maintainable code
Planning & Architecture
05Before you burn another sprint, we help you pick the right AI approach, stack, and scope—so build time isn’t guesswork.
- Use-case & stack guidance
- Lean architecture notes
- Clear MVP / fix scope
Performance & Cost
06Slow responses and runaway token bills kill products. We profile latency, reliability, and cost so AI stays usable and affordable.
- Latency & load checks
- Cost baselines
- Tuning recommendations
Migration & Handover
07Move from prototypes, no-code hacks, or brittle scripts into systems your team can own—with docs and a clean handoff.
- Prototype → production path
- Migration & cutover support
- Docs your team can use
Proof patterns
When vibe coding goes bad—here’s what rescue looks like
Anonymized problem patterns we see often. Same playbook: diagnose, stabilize, harden, hand over.
Vibe-coded MVP that wouldn’t deploy
Read the full pattern →Before
A founder shipped a Cursor/ChatGPT-built app that worked locally—then failed CI, leaked keys, and broke on every second click.
After
We triaged the repo, locked secrets, fixed the deploy path, and refactored the hottest failure points.
Outcome
Stable staging deploy + a clear keep/rewrite map for the next sprint.
AI automation that hallucinated in prod
Read the full pattern →Before
An ops bot drafted emails and CRM updates with confident wrong answers—and no evals to catch it.
After
We added guardrails, human-in-the-loop checks, and a regression eval suite before messages left the system.
Outcome
Fewer false actions, measurable eval coverage, and a safer automation loop.
AI feature demo that couldn’t ship
Read the full pattern →Before
A polished agent demo with brittle prompts, no tests, and zero cost controls—great for investors, scary for users.
After
We hardened the product path: structured outputs, testing gates, latency/cost baselines, and a real handoff.
Outcome
A launch-ready feature the team could change without fear.
How we work
From “it’s broken” or “we have an idea” to shipped
Same playbook whether we’re building greenfield AI or cleaning up after vibe coding went bad.
- 01
Diagnose
We look at what you have—idea, half-built product, or vibe-coded chaos—and name what’s broken vs. what’s worth keeping.
- 02
Scope
We define a tight plan: build, automate, test, or rescue—with clear outcomes and no mystery backlog.
- 03
Build / Fix
We implement the AI product, automation, or rescue work with production habits, not throwaway prototype glue.
- 04
Test
We validate behavior, edge cases, performance, and cost so “it works on my machine” doesn’t become your launch day.
- 05
Hand over
You get working software, a short ops guide, and a path to keep shipping—with us on call if you want a partner.
Ways to start
Rescue it. Build it. Keep it running.
Pick the lane that matches where you are—stuck after vibe coding, ready to ship an AI product, or needing ongoing automation and testing help.
4–12 weeks
Build & Ship
We build your AI product or automation end to end—design, develop, test, and launch with you.
- AI product / agent build
- Automation workflows
- QA + performance checks
- Launch support
Monthly
Automate & Assure
Ongoing help for AI features, automation backlog, and testing so quality doesn’t slip as you move fast.
- Feature & automation capacity
- AI testing & evals
- Rescue support when needed
- Bi-weekly planning sync
The team
A small AI consulting startup—hands on the keyboard
wohnmohr is a lean team of builders. You work with people who write the code, run the tests, and own the rescue—not a chain of account managers. We’re built for founders and product teams that need AI shipped right, fast.
Direct access to the people doing the work
Startup-aware scope and pricing
Comfortable with greenfield builds and messy codebases
Free health check
Not ready to book a full engagement?
Get a free AI / vibe-code health check. Share your repo situation or idea—we’ll reply with what’s risky, what’s salvageable, and a sensible next step.
- Quick triage of build vs rescue
- Top risks (deploy, quality, cost, security)
- Recommended package if you want help
Request your free check
Drop details below—or message us on WhatsApp if that’s faster.
FAQ
Straight answers before you book
Scope, ownership, timelines, and what we won’t pretend to do. Full FAQ page
Do you only rescue vibe-coded projects?
No. We build AI products, automations, and test systems from scratch—and we also rescue projects when prompt-built code goes sideways.
How do you decide rescue vs rewrite?
In a Rescue Sprint we map what’s worth keeping, what’s risky, and what’s cheaper to rewrite. You get an honest recommendation before more budget burns.
How fast can we start?
Most Rescue Sprints kick off within a week of a scoping call. Build & Ship timelines are typically 4–12 weeks depending on scope.
Who owns the IP?
You do. Work product and code we deliver for your project are yours under the engagement agreement.
What don’t you do?
We don’t sell slide-only strategy with no delivery, and we don’t pretend a weekend vibe-coded demo is production. If it’s not shippable, we’ll say so.
How does pricing work?
See regional guide rates on our pricing page for Rescue Sprint, Build & Ship, and Automate & Assure. Enterprise programs are custom—contact us.
Stack
Built with tools your team can keep
Whether we’re shipping an AI product or untangling vibe-coded output, we use practical stacks you can own after we hand over.
Python
Node.js
React
Next.js
JavaScript
AWS
Google Cloud
Docker
Selenium
Cypress
Figma
Let’s talk
Building AI—or stuck after vibe coding?
Tell us what you’re shipping (or what’s broken). We’ll recommend a Rescue Sprint, Build & Ship engagement, or ongoing Automate & Assure support.
Send a quick brief
Product idea, automation need, or “please fix this vibe-coded repo”—drop a few lines and we’ll reply.
Or pick a time
30 minutes to map build, automate, test—or rescue.