Do you only rescue existing code, or do you also build from scratch?

Both. It depends on the assessment: sometimes it’s worth reinforcing what exists, sometimes it’s faster to start over with real engineering — we tell you which before charging for either.

My product was built by a non-technical founder using AI code generation. Can it be saved?

In most cases, yes — but it depends on the architecture behind it. That’s exactly what the assessment answers, before any proposal.

Do you use AI to speed up development?

We use AI for governance — generating tests, auditing security, enforcing standards — not to “code cheaper”. That’s what prevents the next wave of technical debt.

What's the difference between Ateliware and a staffing agency?

A staffing agency allocates resumes and bills hours. Here the squad has technical leadership built in and is accountable for the outcome, from assessment to decision.

How long does the assessment take?

It depends on the size of the codebase, but most assessments are ready in 1 to 3 weeks.

Do you only do the assessment, with no obligation to rebuild afterward?

Yes. The assessment is an independent deliverable — you decide what to do with the result, including doing nothing.

vibe coding rescue

Vibe coding rescue
with business vision,
not just a patch

Your vibe-coded product assessed by senior engineering that uses AI for governance and quality — not to speed up the same problem.

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Projects, all with technical leadership

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Senior and mid-level specialists

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Years of business experience

Get in touch with a specialist
in under 24 hours (Mon–Fri)

From assessment to decision

We evaluate vibe-coded code — architecture, test coverage, technical debt — and give you a clear answer: keep building on it or rebuild with real engineering. No extending the problem with more patches.

Tailored to your context

Whether it's a non-technical founder's MVP or a product that now needs to integrate with internal company systems, we tailor the assessment to what actually matters: where the code will break first.

Code 100% yours

If the call is to rebuild, we deliver documented, tested code, 100% your property — ready for the next developer to understand without archaeology.

clients and cases

Business results proven with brands in Brazil and abroad

Case Uninter — projeto do setor educacional pela Ateliware

Education

We recommended not investing — and it was the right call

At Uninter, the technical-economic AI assessment showed negative return. We said no before writing a single line of code.

Case JCB - Migração de sistemas legados pela Ateliware

Industry

14 apps modernized in 8 months

We migrated JCB off a legacy system (Lotus Notes) onto the Microsoft Power Platform — without unnecessarily rebuilding from scratch.

"Our general feeling about the whole project is of immense satisfaction with everybody that was assigned and what they did for us. Communication, quality of code delivered, the process, the follow up, everything was great!"

Cameron Vanhelst

Founder and Chief Engineer, Trickle

steps

We run your vibe coding rescue in 2 steps

Each phase has its own deliverables, and you decide whether to move to the next. AI stack driven squads: we use artificial intelligence to generate tests at scale, audit technical debt and enforce engineering standards — gaining time and scale without taking the technical judgment and human care away from the senior developers who review every line.

Assessment and Plan

We evaluate architecture, test coverage and technical debt in what vibe coding built, using AI to quickly generate thousands of test cases and audit vulnerabilities — then give you a clear answer: keep building on the code or rebuild.

Implementation and Governance

If the call is to rebuild or reinforce, senior technical leadership runs the squad, with AI enforcing engineering standards at scale — not to code cheaper, but to keep quality and security in every commit.

I want an assessment of my product

frequently asked questions

FAQ

Do you only rescue existing code, or do you also build from scratch?
Both. It depends on the assessment: sometimes it’s worth reinforcing what exists, sometimes it’s faster to start over with real engineering — we tell you which before charging for either.
My product was built by a non-technical founder using AI code generation. Can it be saved?
In most cases, yes — but it depends on the architecture behind it. That’s exactly what the assessment answers, before any proposal.
Do you use AI to speed up development?
We use AI for governance — generating tests, auditing security, enforcing standards — not to “code cheaper”. That’s what prevents the next wave of technical debt.

What's the difference between Ateliware and a staffing agency?
A staffing agency allocates resumes and bills hours. Here the squad has technical leadership built in and is accountable for the outcome, from assessment to decision.
How long does the assessment take?
It depends on the size of the codebase, but most assessments are ready in 1 to 3 weeks.
Do you only do the assessment, with no obligation to rebuild afterward?
Yes. The assessment is an independent deliverable — you decide what to do with the result, including doing nothing.

Ateliware — software and AI studio specialized in custom software development, tailor-made systems and dedicated squads. Operating in Europe (Belgium), Brazil and the United States.

Nijverheidsstraat 70 - 2160 Wommelgem, Belgium

If you'd like to join the team, use this form.

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