How AI Works: From LLMs to Production AI Applications
A plain-English tour of how large language models actually work, and what separates a weekend AI demo from something you can safely put in front of paying customers.
Ruby on Rails · MERN · AI · DevOps
Company designs, builds and scales web applications with Ruby on Rails, the MERN/MEAN stack, Python and AI integrations backed by DevOps automation that keeps every release fast and reliable.
What we do
From a Rails 8 rebuild to an AI-powered feature and the DevOps pipeline that ships it, our engineers cover the full lifecycle of your product.
Rapid, maintainable Rails applications built on Rails 8 conventions, Hotwire and a clean, test-driven architecture.
Learn moreFull-stack JavaScript applications using MongoDB, Express, React/Angular and Node.js for fast, dynamic products.
Learn moreDjango and Flask applications, data pipelines, automation scripts and backend services built with clean, well-tested Python.
Learn moreCustom PHP applications and WordPress builds, themes, and plugins for content-driven and e-commerce websites.
Learn morePractical AI features — chatbots, content generation, RAG search and workflow automation — integrated into your existing product.
Learn moreCI/CD pipelines, containerisation, and cloud infrastructure that keeps your deployments fast, repeatable and reliable.
Learn moreWhy Dev Hub Solutions
A decade of software delivery has taught us that reliable architecture and honest communication matter more than buzzwords. We bring internal frameworks, proven infrastructure patterns, and a senior-only engineering team to every project.
Senior engineers only
Every engagement is staffed by experienced developers, not junior generalists learning on your budget.
Test-driven delivery
RSpec and CI pipelines are standard, not optional, so your codebase stays maintainable.
Transparent communication
Weekly demos and a shared roadmap keep you informed without micromanaging.
Ruby on Rails
React
Python
AI & LLM
Web & mobile, built to work together
Whether it's a web dashboard or a native mobile app, we design and build both from the same product foundation — consistent data, consistent design, no disconnected rebuild down the line.
See it in motion
From kickoff to launch, every project moves through the same disciplined process — discovery, design, development, and testing — with a dedicated Account Manager keeping you in the loop at every step.
Recent work
SaaS
A multi-tenant Rails 8 billing platform handling metered usage, invoicing and dunning for a B2B SaaS company.
Healthcare
A HIPAA-conscious appointment scheduling and patient intake portal for a multi-location clinic group.
Logistics
A real-time fleet tracking and analytics dashboard built on the MERN stack for a regional logistics provider.
From the blog
A plain-English tour of how large language models actually work, and what separates a weekend AI demo from something you can safely put in front of paying customers.
Rails 8 brings Solid Queue, Solid Cache, Kamal deployment and a leaner default stack. Here's why it's still one of the fastest ways to ship a serious SaaS product.
Agentic AI — models that plan, call tools, and take multi-step action — is genuinely useful, and genuinely easy to over-build. Here's how to scope a first version that ships.
Tell us about your idea and we'll respond within one business day with a free, no-obligation quote.