AI that works for your business — without the complexity.
We integrate AI into the products you already use, so you get smarter tools without the technical headache.
What we build.
From agent to production.
Four focused capability areas where senior AI engineers move faster than any in-house build.
AI Platform
Build and deploy custom AI agents through a unified platform — a simple dashboard and one API endpoint for every app.
TryVoice
Natural, real-time voice AI for phone calls, assistants, and conversational products — powered by Lyni.
TryRAG Solutions
Connect your documents and data to AI. Get accurate, context-aware answers grounded in your own information.
TryAI-Accelerated Development
Ship software 80% faster with AI tools that deeply understand your codebase, architecture, and coding patterns.
TryOur Research.
Building AI in production.
Plain-English field notes on the techniques behind our work — the formulas and trade-offs that actually hold up with real data.
RAG: getting the right context, every time
Most wrong answers aren't a model problem — they're a retrieval problem. Here's the formula we landed on for grounding AI in your own data.
Read researchAI agents: when to let the model take actions
Agents are powerful and easy to get wrong. The formula that worked for us: constrain the tools, verify every step, and keep a human in the loop where it counts.
Read researchVision: turning documents and images into structured data
OCR alone is brittle. The formula that worked: pair a vision model with a strict schema and a confidence check, so messy scans become clean, trustworthy data.
Read researchEvaluation: how we know an AI feature actually works
You can't improve what you don't measure. The formula that changed everything for us: a golden dataset and an LLM-as-judge, run on every change.
Read researchThree steps to working software.
No theatre, no decks.
Discover
We map your workflows, codebase, and existing systems — finding the highest-impact place to add AI.
Ship
We build alongside your team using AI-accelerated workflows. Real code, in your repo, on your stack.
Scale
We harden, instrument, and hand off — or stay on as your long-term AI engineering partner.
Specialist services.
From senior AI engineers.
Deep expertise across every layer of the modern AI stack — from strategy and integration through to production agents and training.
AI-Accelerated Development
Build software 80% faster with AI tools that understand your codebase, architecture, and coding patterns.
Learn moreAI Agents Development
Custom AI agents that reason, decide, and act — automating complex workflows that previously required human judgment.
Learn moreLLM Integration
Integrate large language models into your existing apps. Add chat, summarization, classification, and AI-driven features.
Learn moreRAG Solutions
Build an internal knowledge base your AI can talk to. Accurate, context-aware answers grounded in your own data.
Learn moreMCP Development
Expose your internal APIs to AI using the Model Context Protocol. Let AI models securely access your tools and data.
Learn moreAI Consulting & Strategy
We assess your business, identify high-impact AI opportunities, and build a clear roadmap from strategy to execution.
Learn moreCustom Software Development
Full-stack development powered by AI-accelerated workflows. We build web apps, mobile apps, APIs, and enterprise systems.
Learn moreSpec-Driven Development
Turn product ideas into structured specs that AI can build. From planning to code — faster, clearer, and more predictable.
Learn moreAI Training & Enablement
Hands-on workshops, structured courses, and ongoing support to make your entire organisation AI-ready.
Learn moreWe've shipped across.
Most regulated stacks.
Trusted by teams.
Shipping complex systems.
“Delivered critical system integrations with excellent communication and technical precision.”
“Deep .NET expertise and seamless team integration on our high-impact project.”
“Outstanding professionalism and technical skill during our infrastructure project.”
Latest from the team.
Notes from the build.
- · AI Development · 6 min read
Your Evals Are the Product, Not the Prompt
The prompt is the easy, visible part. The eval suite is the thing you're really building — and the artifact that quietly becomes the most valuable thing you own.
- · AI Development · 5 min read
Fine-Tuning vs RAG: Choosing the Right Approach for Your Business
Fine-tuning bakes knowledge into the model. RAG keeps it in your data layer. Here's how to choose, with a short decision checklist at the end.
- · AI Engineering · 6 min read
RAG: The Antidote to AI Hallucinations in Enterprise Systems
AI hallucinations are the number one barrier to enterprise adoption. Learn how Retrieval-Augmented Generation (RAG) grounds your AI in verified data, reducing hallucinations from 40% to under 5%.
Ready to build something great?
Let's scope the first ship.
A 30-minute call. We'll map the highest-impact place to add AI in your stack and what it would take to ship.