Production-ready app development

Turn vibe-coded prototypes and applications into secure, scalable, production-ready software with our application development and engineering services. 

arrow_circle_right VIBE-CODED APP DEVELOPMENT

Are you experiencing any of these problems?

You’ve created a vibe-coded prototype that works but you have: 

  • Security, privacy, or data-handling concerns 
  • Code that is difficult to understand, test, or maintain 
  • Uncertainty about whether the application will scale 
  • Limited monitoring, observability, and error handling 
  • Increasing technical debt as new features are added 
  • No clear path from prototype to production 

arrow_circle_right THE BUSINESS IMPACT

The impact of using vibe-coded apps for core business systems

Vibe-coded applications can illustrate and prove ideas quickly.

But using them for business-critical systems can introduce security risks, reliability issues, technical debt, and limitations that make future development increasingly difficult. 

Security, privacy, and data risks

Reliability, stability, and performance issues

Increasing technical debt

Difficulty scaling and maintaining the app

arrow_circle_right THE HOW

How you can turn a vibe-coded app into production-ready software

Not every vibe-coded app needs to be completely replaced with custom-built software.

Sometimes you’ll just need to develop production-ready software for the most critical areas of the app.

Assess

Review the code, architecture, dependencies, security, and integrations to understand what can be retained and what needs improvement. 

Stabilise

Address immediate issues around security, reliability, testing, error handling, data protection, and maintainability. 

Engineer

Refactor, re-architect, or rebuild the components that need stronger engineering foundations for production use. 

Scale

Prepare the application for an increase in users, data, and integrations with appropriate infrastructure, security, reliability, and governance.

Not sure where to start?

Get in contact with our team and tell us about the problems you’re facing to find out how we can help you.

arrow_circle_right HOW WE CAN HELP

We can help you turn vibe-coded apps into production-ready software

01. Assess

Understand what you’ve built. 

We’ll review the application’s code, architecture, dependencies, data flows, integrations, infrastructure, and AI-generated components to understand its current technical state and intended use. 

02. Evaluate

Decide what can be retained. 

We’ll identify which parts of the application can move forward, which need refactoring or re-architecture, and which should be rebuilt to support production use. 

03. Secure

Address the critical risks. 

We’ll identify and resolve issues around authentication, access controls, data handling, privacy, dependencies, secrets, APIs, and other security vulnerabilities. 

04. Engineer

Build stronger foundations. 

We’ll refactor, re-architect, or rebuild the application where required, introducing appropriate testing, coding standards, documentation, error handling, and maintainable architecture. 

Two Spyrosoft AdTech employees working on laptops.

05. Productionise

Prepare the app for real-world use. 

We’ll establish the infrastructure, deployment processes, monitoring, observability, resilience, and performance required to operate the application reliably in production. 

Team members from Spyrosoft AdTech offering technical consulting

06. Scale

Evolve the application as it grows. 

We’ll continue developing and optimising the application as users, data volumes, integrations, features, and business requirements increase. 

arrow_circle_right COVERAGE

The areas we cover

We can help strengthen all areas of your vibe-coded application and prepare it for production. 

Code & architecture

Review AI-generated code 

Refactor complex code 

Improve application architecture 

Reduce technical debt 

Security & privacy

Strengthen authentication & access controls 

Secure APIs and integrations 

Protect sensitive data 

Identify dependency vulnerabilities 

Data & integrations

Improve data models and storage 

Build reliable data pipelines 

Strengthen API integrations 

Implement data governance 

Testing & reliability

Introduce automated testing 

Improve error handling 

Validate critical workflows 

Increase application resilience 

Infrastructure & DevOps

Build production infrastructure 

Automate deployment processes 

Improve scalability and performance 

Implement monitoring and observability 

Maintainability & governance

Establish coding standards 

Improve documentation 

Introduce development processes 

Create clear technical ownership 

arrow_circle_right SOFTWARE

The types of software we can build

From real-time bidding (RTB) platforms to AI-powered programmatic tools, our team can design and build all types of advertising and marketing software.

AdTech platforms

  • Ad servers
  • Self-serve ad platforms
  • Demand-side platforms (DSPs) and bidders
  • Supply-side platforms (SSPs) and ad exchanges
  • Ad networks
  • Header bidding software
  • Dynamic content optimisation (DCO) tools
  • Retail media networks (RMNs)

MarTech platforms

  • Analytics tools
  • Consent management platforms (CMPs)
  • Tag management systems
  • Personalisation engines
  • Measurement and attribution platforms
  • Marketing automation platforms
  • Email marketing tools
  • Customer relationship management (CRM) tools

Data platforms

  • Data management platforms (DMPs)
  • Customer data platforms (CDPs)
  • Data lakes
  • Data clean rooms
  • Reporting dashboards
  • Event-tracking and data collection tools

AI

  • AI agents for media planning and buying
  • GenAI image and video creation
  • Bid optimisation
  • Performance and budget prediction
  • Contextual and audience targeting
  • Ad fraud detection and verification

arrow_circle_right OUTCOMES

Expected outcomes of vibe-coded app development

Turning your vibe-coded application into production-ready software allows you to retain the speed and value of the original idea while establishing the engineering foundations required for secure, reliable, and scalable use. 

Production-ready software

Move beyond the prototype stage with an application engineered for real-world users and workloads. 

Improved security

Reduce risks around data, access controls, dependencies, APIs, integrations, and application vulnerabilities. 

Greater reliability

Improve testing, error handling, monitoring, and resilience to reduce failures and unexpected behaviour. 

Improved scalability

Support increasing users, data volumes, workloads, features, and integrations without compromising performance. 

Reduced technical debt

Improve the codebase and architecture before prototype shortcuts make future development increasingly difficult. 

Easier ongoing development

Create maintainable code, documentation, architecture, and development processes that allow the application to continue evolving. 

arrow_circle_right WHY US?

Why Spyrosoft AdTech?

15+ years of AdTech expertise

We understand the architecture and business logic behind advertising technology platforms.

Production engineering experience

We have experience working with high-throughput, data-intensive, business-critical systems.

2,000+ engineering specialists

We have all the required development, consulting, and engineering skills.

arrow_circle_rightContact us

Want to learn more about vibe-coded app development?

Get in contact with our team and find out how we can help you.

Radoslaw Kostecki--Spyrosoft AdTech--headshot

Radosław Kostecki

Business Unit Director