Website-Pflichtencheckby Jurono
Make AI prototype production-ready

Does the AI prototype need to survive real users?

A demo needs different quality than a product: reliable auth, clean data flows, failure cases, logs, tests, safe secrets, and deployment that works beyond localhost. I harden the most important product paths deliberately.

Book production rescueView questions

Who this is for

For founders and small teams with AI code

When you built fast with ChatGPT, Cursor, or Claude and the prototype now needs stability, structure, or real error handling.

  • The prototype works locally but not reliably with real users, payments, or data
  • Tests, error handling, logging, documentation, and deployment safety are missing
  • The team does not know which risks must be solved before launch or customer testing

What you get

What is clear afterwards

  • Technical cleanup of the most important product paths
  • Better basis for launch, customer tests, or further development
  • Clear documentation of resolved and remaining risks

How it works

Process

  1. 1

    Define product paths

    The most important user and payment flows are defined.

  2. 2

    Harden technology

    Build, tests, configuration, failure cases, and security basics are prioritized.

  3. 3

    Create handover

    The project becomes easier to understand for further development or operation.

What is not included

So you can judge whether the package fits before booking.

  • Full rewrite without prior triage
  • Ongoing development after the fix
  • Guarantee that every AI codebase can be rescued

No legal advice

I check technical signals and give you a clear priority list, not legal assessments.

Start only after approval

Booking creates the order. Work begins only after you confirm the start in the customer panel.

Clear priorities

You receive concrete findings sorted by risk, effort, and impact.

Documented results

Every package includes a written summary of findings and next steps.

Packages

Book directly or start with an audit.

Choose the package that matches your situation. You can always start with an audit and add implementation later.

Recommended

Stabilization Sprint

For prototypes that almost work but are not reliable yet.

1,490 €

Triage plus up to ten hours of targeted repair and stabilization.

one-time payment, plus VAT where applicable

  • Repair build, routing, and core errors
  • Turn unclear AI structure into understandable modules
  • Clean up basic error handling and configuration
  • Short technical handover with next steps

Risk reversal

If the analysis shows that production rescue is not the next sensible step, the amount is fully credited when you book a stabilization sprint.

Commercial terms

  • one-time payment, plus VAT where applicable
  • work starts only after explicit approval
  • implementation scope is limited to the selected package
Start sprint

Production Rescue

When an AI prototype needs to become a real product.

3,900 €

Multi-day cleanup for architecture, security, tests, and deployment readiness.

one-time payment, plus VAT where applicable

  • Clean up architecture and data flow
  • Defuse security risks, secrets, and API errors
  • Establish tests, typecheck, and build pipeline
  • Deployment readiness and documentation for further development

Risk reversal

If the analysis shows that production rescue is not the next sensible step, the amount is fully credited when you book a stabilization sprint.

Commercial terms

  • one-time payment, plus VAT where applicable
  • work starts only after explicit approval
  • implementation scope is limited to the selected package
Plan production rescue

Code Guidance

Ongoing senior control while you continue developing with AI.

790 €/month

Monthly allowance for reviews, small fixes, and technical guardrails.

monthly subscription, plus VAT where applicable

  • Up to five hours of review or fixes per month
  • Pull request or repository checks
  • Validate architecture and tooling decisions
  • Ideal for founders with ongoing AI prototyping

Commercial terms

  • monthly subscription, plus VAT where applicable
  • minimum term: 3 months
  • unused monthly time does not carry over
  • larger changes and emergency work are scoped separately
Start guidance

Results and timelines depend on the concrete state of your website or repository. You only book implementation if the priorities make sense.

Related insights

Read more before you decide.

Supporting articles are matched to this service page and its recommended packages.

All insights

FAQ

Common questions

Does production-ready mean everything is finished afterwards?

No. It means the most important technical risks are reduced deliberately. The exact scope depends on the state of the project.

Do you also handle deployment?

Deployment readiness is part of production rescue. Whether a live deployment is included depends on the project.

What is the difference from the stabilization sprint?

The stabilization sprint repairs core errors. Production rescue goes deeper into architecture, tests, security, and handover.

Get clarity before you commit to fixes.

Start with a technical check. If the findings are minor, you can stop there, hand the report to your existing team, or book targeted fixes later.

Check first, decide laterView AI code rescue

Technical audit and implementation, not legal advice. I check visible signals, integrations, and delivery issues; legal texts and binding legal assessments remain the work of lawyers or privacy consultants.