You validate before you invest
A fast prototype answers whether the idea is worth building properly, which is cheaper than finding out after a full build.
Prototype an industrial interface without treating the demo as validated engineering.
AI-assisted coding can explore a catalogue or document-workflow tool using controlled examples. We inspect the implementation and identify what remains before production.
A few clients we’ve worked with
What we do
AI-assisted coding can explore a catalogue or document-workflow tool using controlled examples. We inspect the implementation and identify what remains before production.
Decisions that shape this work.
Generated code may invent field conversions or calculation rules.
A successful demo is not evidence of production accuracy.
What happens after the demo works.
Vibe coding gets you to a working demo fast. The demo is not the hard part — deciding whether it has to carry real users is.
Throwaway stays throwaway
Agreeing up front what happens to the thing afterwards stops a prototype from quietly becoming production with nobody responsible.
Your team can keep going
Where the work is meant to last, it is built so another developer can pick it up instead of starting again.
What vibe coding includes.
The work uses approved product and capability records. Engineering and commercial owners verify specifications, document revisions and the permitted use of business systems.
Experiment scope
Define one task and expected behaviour with synthetic records.
Code review
Inspect data handling, dependencies and unsupported calculation assumptions.
Readiness decision
Document defects and required expert validation.
What clients say.
Reviews from the companies we have built and maintained websites for.
Read every review on Clutch“They delivered what they said they would, on time.”
“We didn’t choose them to be impressed — we chose them because we knew they’d deliver high-level results with no risk. As a CTO myself, that’s exactly what I look for in a long-term partnership.”
“And, you know, the great part about the fact that you hit the goal, it's not that you had to compromise anything that you were doing, because, honestly, the end result far exceeded what we could have imagined.”
“I would just say that you deliver on quality … I just thought we clicked, and you delivered what we were looking for.”
What you receive.
The agreed engagement includes the relevant outputs below.
- 01
A scoped prototype.
- 02
A code review record.
- 03
A production readiness checklist.
Our process
How the work runs.
Bound the experiment
Define the task and mark mocked or synthetic technical inputs.
[ 01 ]
Build and inspect
Review generated behaviour and check important interface and failure states.
[ 02 ]
Assess validation gaps
Record technical, security and operating checks needed before any production decision.
[ 03 ]The people who do this work.
No account layer between you and them. These are the Norml specialists this work runs through.
Max Tymoshyn
Founder & Architect
Petr Savenok
Full-Stack Developer
Taras Kashanyk
Frontend Developer (React)
Let's chat
“I've spent 10 years working across development and marketing. I started as a developer, but design, SEO and advertising were already part of the job. That taught me to treat a website as one system: the business, the content, the design and the code have to work together. At Norml, I lead the architecture behind our work and stay involved wherever strategy, design, development and search meet.”
Max TymoshynFounder & Architect
Get startedVibe coding for manufacturers: questions.
Can the prototype analyse customer drawings?
Initial evaluation uses synthetic or explicitly cleared examples; real data needs an approved plan.
Does a plausible extracted value count as correct?
No. Output must be checked against authoritative expected results.
Website 2.0 combines strategy, design, development and launch in one engagement.