How do I know if my AI prototype is ready to become a real product?

A prototype is ready for the next step when it proves the core idea works but struggles with stability, UX, security, or scalability. If your team feels, “It works, but not for real users yet,” that’s exactly when we step in. We evaluate your prototype and create a clear plan for upgrading it into a production-ready product.

Do we need to rebuild everything from scratch?

Yes and No. Our goal is to keep what works and improve what doesn’t. We refine your architecture, reuse or optimise your components, redesign UX where needed, and add missing security and infrastructure layers. This approach most importantly ensures scalability, reduces cost, preserves your team’s work, and accelerates time to market.

Do you need to work within our existing tech stack?

Not necessarily. While we always assess what can be reused, some prototypes rely on tools or foundations that are not suitable for long-term scale. In those cases, we recommend a stack that aligns with best practices, performance, and security standards. If your existing stack is viable, we keep it. If not, we guide you toward a stronger foundation that supports future growth.

How do you ensure the transition from prototype to product stays fast?

We keep the pace high by using short cycles, clear milestones, and a structured delivery plan. We refine what works, fix what doesn’t, and remove technical debt early so development never stalls. The result: fast progress without sacrificing quality.

How much does it cost to turn a prototype into a real product?

Costs depend on the complexity of the prototype and how much must be rebuilt for security, stability, and scale. After a quick assessment, we give you a transparent estimate with clear scope, milestones, and predictable pricing without surprises.

All Services / AI Prototype to MVP

From AI Prototype to MVP

Turning a promising prototype into a MVP users can rely on.

1st-Ranked Software Development Agency in Slovenia by

001 AI Prototype to MVP

How we turn your prototype into a real AI product

Every AI idea is different - data requirements, model behaviour, integrations, and user flows vary from case to case. We start by reviewing your prototype, validating the logic, and defining what the MVP must deliver. From there, we design the architecture, handle model integration, build the product, and prepare it for market release. The process adapts to your AI use case and the maturity of your prototype.

001REVIEWING THE PROTOTYPE
002DEFINING THE MVP
003DESIGNING THE PRODUCT AND ARCHITECTURE
004BUILDING, INTEGRATING, AND TESTING THE MVP
005RELEASING THE MVP

The purpose of this service is to bridge the gap between AI Prototype and a fully functional MVP built for real users.

002 When Are You Ready?

When are you ready for this service?

You’re ready for this service when you want to scale confidently, prepare for a larger user base, or get your product into shape for the next funding round. And if you’re at the point where you’re wondering, “Are we ready to take this step?” - this service gives you the clarity and structure to move forward with confidence.

001You're ready when your users are giving you feedback
002You're ready when your users are asking for more
003You're ready when you see returning users
004You're ready when you are getting first customers
005You’re ready when investors are showing real interest

Guide your AI Prototype toward a scalable, launch-ready product.

003 From AI Prototype to MVP

Screenshot showing Lovable Prototyping app

AI Prototype to MVP

AI prototypes are built fast - and that’s their power. But speed often comes with natural trade-offs: fragile code, missing security layers, untested integrations, and no scalable infrastructure. These aren’t failures; they’re opportunities to turn something promising into something dependable. We help teams move from “it works” to “it’s ready.” Our approach strengthens your architecture, improves UX consistency, adds proper evaluation and guardrails, and prepares your AI product for real users without losing the creativity that made your prototype valuable in the first place.

001We fix inconsistent user experiences
002We resolve unstable integrations
003We create missing CI/CDs
004We secure the lack of environment seperation
005We fill-in gaps in security and data privacy
006And more...

AI prototypes are built fast and that is their strength.

004 What we provide

Our core services

We provide everything you need to turn your AI prototype into a scalable, launch-ready MVP. Instead of starting over, we build on what already works - strengthening weak points, refining the experience, and adding the stability your users and investors expect. From architecture and AI engineering to design, infrastructure, and deployment, every step is handled with precision, speed, and long-term maintainability in mind.

001Architecture & Codebase Refactor
002AI Engineering & Optimization
003Product Design & User Experience
004Cloud Infrastructure & DevOps
005Launch & Continuous Support

From prototype to production. Built with confidence, delivered with clarity.

005 Approach and Outcomes

Close-up of a designer creating detailed product concept sketches by hand. The image captures the creative process, showing precision lines, shading, and technical details, reflecting the early stages of industrial or product design development.

Approach and Outcomes

We begin by reviewing your prototype together - what it does, who it serves, and the value it already delivers. Then we walk through user flows, identify strengths and gaps, and align on your goals and next milestones. From there, we shape a clear plan forward and transform your prototype into a polished MVP with stable architecture, refined UX, and scalable infrastructure ready for growth and investor traction.