We turn AI-built prototypes into stable, production-ready products.

No magic. No fluff. We fix what AI helped you build too fast — from unstable MVPs to scalable, reliable software. Let’s fix your AI MVP?

Services

We help teams fix and scale products built too fast with AI. From stabilizing AI-built MVPs to production-ready software development, we turn fragile prototypes into real products.

Stabilizing AI-Built MVPs

AI Prototype to Production

Software Modernization

Product Discovery & R&D

Technical Audit & MVP Health Check

AI & Custom Software Development

Processes

From AI Prototype to Production-Ready Software.

Human-Led Architecture & System Design

While AI helps accelerate development, application architecture, system boundaries, and long-term scalability decisions are always designed and reviewed by experienced engineers. We don’t let AI define how your system works — humans do.


Productionizing AI-Built Features

AI accelerates feature creation, but production requires discipline. We refactor and rebuild AI-generated or experimental features into scalable, maintainable solutions — from custom business logic to frontend and microservices. All architectural decisions, data flows, and system interactions are designed and validated by engineers — not generated by AI.


End-to-End Production Alignment

We align architecture, frontend, backend, and infrastructure into a single production-ready system. Our team ensures that every component works together — tested, monitored, and ready to scale in real-world conditions.

We help teams fix AI-built products before they break in production. Through audits, stabilization, and production-ready software development, we turn fast prototypes into reliable systems.

Fix My Prototype for Production

Case Studies

Jellyfish.tech have shown a deep understanding of our project requirements. The enhancements made by Jellyfish to the Model Management System and UI, particularly the asynchronous fitting of models, have dramatically improved SIMBA’s usability and performance. Users now enjoy a more intuitive interface, streamlined model management, and faster processing times, which collectively contribute to a more efficient and productive marketing analysis experience

Niall Oulton
CEO, 1749

We’re impressed with their staff and tech-client-focused mindset. Jellyfish.tech has delivered a functional solution and migrated all records, meeting expectations. The team’s effective communication and transparent process streamlined the development process.

Tara King-Hughes
VP Tech, Data, & Innovative Solution, Vital Voices Global Partnerships

Let’s make your AI-built product production-ready.