Vibe-coded apps
Have you built a vibe-coded app or prototype but aren’t sure how to make it secure, reliable, scalable, and ready for production?
We can help.
Is your vibe-coded app ready for production?
Turn your prototype or PoC into secure, reliable, scalable software that can safely handle real users, data, integrations, advertising budgets, and production workloads.
arrow_circle_right VIBE-CODED APPS
What are vibe-coded apps?
Vibe-coded apps are applications created primarily using AI coding tools, allowing people to rapidly turn ideas and requirements into working software with significantly less manual coding.
Vibe coding can be highly effective for creating:
- Interactive and high-fidelity prototypes
- Proofs of concept (PoCs)
- Internal tools
- Early-stage MVPs
- Product and feature demonstrations
- Tools for testing new ideas and workflows
arrow_circle_right SYMPTOMS
How do you know if your vibe-coded app isn’t ready for production?
If your vibe-coded app has moved beyond experimentation, then you’ll likely be experiencing one or more of the following.
You’re not confident in the security
The app works, but you don’t know whether vulnerabilities, insecure dependencies, exposed credentials, or inadequate access controls could create security risks.
You’re hesitant to connect real data
The prototype works with test data, but privacy, security, governance, and data quality concerns make connecting production data much riskier.
You’re not ready to put real ad budgets through it
The app can demonstrate the intended workflow, but you don’t trust it enough to make decisions or perform actions involving real media spend.
Reliability becomes more important
Errors and downtime that were acceptable during prototyping become much more serious when customers, employees, or other systems depend on the application.
You don’t know whether it will scale
The app performs well with a small number of users and limited data, but you don’t know how it will behave under production workloads.
Making changes becomes increasingly difficult
As the application grows, inconsistent architecture, duplicated logic, limited documentation, and technical debt make it harder to maintain and extend.
Experiencing any of the problems above?
Get in contact with our team and find out how we can help you turn your vibe-coded app into production-ready software.
arrow_circle_right THE CAUSES
The hidden dangers of vibe-coded apps
Vibe-coded apps are often created to validate an idea quickly rather than operate as production software.
As these applications grow and become more important to the business, requirements that weren’t critical during prototyping start to become essential.
Architecture evolves without a clear design
Features are added rapidly as requirements change, which can result in tightly coupled components, duplicated logic, and an architecture that becomes difficult to maintain or scale.
Security isn’t considered from the beginning
Rapid development can mean authentication, permissions, secrets management, dependency security, and other controls aren’t implemented to production standards.
Test data hides real-world complexity
Prototypes often use small or controlled datasets that don’t reflect the volume, quality, privacy requirements, and edge cases found in production data.
Testing and observability are limited
Automated testing, monitoring, logging, alerting, and error handling may be minimal because they aren’t necessary to demonstrate that the original concept works.
Technical debt accumulates quickly
AI-generated code, rapid iteration, changing requirements, and limited documentation can create technical debt that becomes increasingly difficult to manage as the application grows.
arrow_circle_right THE BUSINESS IMPACT
How production-readiness issues impact your business
Moving a vibe-coded app into production before it’s ready can create security, reliability, and scalability risks, while leaving it as a prototype can prevent a valuable idea from delivering real business value.
Security and privacy risks
Vulnerabilities, inadequate access controls, exposed credentials, or insecure data handling can put sensitive business, customer, and advertising data at risk.
Financial risk
Errors become much more consequential when an application starts controlling campaign settings, allocating advertising budgets, or taking other actions involving real money.
Unreliable software
Failures, unexpected behaviour, and downtime can disrupt business processes and make employees or customers reluctant to rely on the application.
Scalability problems
Software that works well during a demonstration may struggle when exposed to larger datasets, more users, higher request volumes, and production workloads.
Higher development costs
Technical debt and weak architecture become more expensive to address as additional features, integrations, and dependencies are added to the application.
Ideas stay as prototypes
Promising applications can fail to deliver business value because the gap between a working prototype and production-ready software becomes too difficult to bridge.
arrow_circle_right SOLUTIONS TO THE PROBLEM
How we can help you with your vibe-coded app
01. Audit
Understand what you’ve built, identify the risks, and determine what needs to change.
We can assess your application’s:
- Architecture and code quality.
- Security and dependencies.
- Data handling and privacy.
- Testing and reliability.
- Infrastructure and scalability.
- Integrations and APIs.
- Technical debt and maintainability.
Output: A production-readiness assessment and prioritised roadmap.
02. Stabilise
Strengthen the existing application and address the highest-priority technical risks.
We can improve:
- Application architecture.
- Code quality and maintainability.
- Authentication and permissions.
- Security and data protection.
- Error handling and resilience.
- Automated testing.
- Documentation.
Output: A more secure, reliable, and maintainable application.
03. Productionise
Prepare your application to safely handle real users, data, integrations, and advertising budgets.
We can implement:
- Production infrastructure.
- Secure data integrations.
- Monitoring and observability.
- Logging and alerting.
- Deployment and release processes.
- Performance and load testing.
- Production security controls.
Output: Production-ready software that can operate safely in a real advertising environment.
04. Scale and maintain
Create the technical foundations needed for the application to grow with your business.
We can help you:
- Improve scalability and performance.
- Reduce technical debt.
- Add new features and integrations.
- Monitor reliability and performance.
- Optimise infrastructure and costs.
- Maintain security and dependencies.
- Establish sustainable development practices.
Output: A scalable and maintainable application that can evolve over time.
Need help with your vibe-coded app?
Get in contact with our team and find out how we can help you.
arrow_circle_right EXPECTED OUTCOMES
What outcomes can you expect from productionising your vibe-coded app?
Strengthening your vibe-coded app can turn a working prototype into production-ready software that safely supports real users, data, advertising budgets, and business-critical processes.
Business outcomes
Faster time to market
Reduced production risk
Lower development costs
Greater return on existing development
Faster product development
Increased confidence in the application
More value from successful prototypes
Technical outcomes
Production-ready software
Improved security
Greater reliability
Scalable architecture
Reduced technical debt
Improved maintainability
Monitoring and observability
arrow_circle_right CASE STUDIES
Examples of projects we’ve worked on
arrow_circle_rightContact us
Need help with your vibe-coded app?
Get in contact with our team and find out how we can help you.
Radosław Kostecki
Business Unit Director