AI Transformation: We don't just build AI for your business. We change how your business works.
We map where AI will have real impact, build the systems that deliver it, and stay until it's embedded in how your team actually works.
Engineering the Future for High-Growth Startups and Enterprises
Overview
AI transformation isn't a chatbot bolted onto a workflow. It's the harder, more valuable work of finding where AI changes your economics, building the systems that deliver it, and staying until your team works differently because of it. Most engagements stall at the pilot. Ours are judged by what's still running a year later.
We map opportunities by impact, build production systems against your real data and constraints, and embed the change so it holds - for funded startups rethinking how they operate and enterprises modernising under real compliance pressure alike.
What's included
Opportunity mapping by impact
We find where AI changes your economics, and say where it won't.
Production systems, not pilots
Built against your real data and constraints, designed to still be running in a year.
Workflow redesign, not workflow decoration
We rethink the process, not just add a model to it.
Change management built in
Training and adoption so the system gets used, not shelved.
AI governance and policy
Guardrails, data handling, and usage rules your risk team can sign off on.
Data strategy and pipelines
The unglamorous foundation that decides whether any of it works.
Technologies
Frontend
Deliberately boring. Nothing here your next hire won't already know - the product should never be hostage to us.
- TypeScript
Backend
Chosen for what it has to survive - throughput, audit, and the team maintaining it after we leave.
- Python
- Node.js
AI/ML
Model-agnostic by default. We choose per problem - on latency, cost, and accuracy - and keep the cost of switching low.
Interchangeable by design
- OpenAI API
- Anthropic Claude API
- LangChain
- LlamaIndex
- Pinecone
- Weaviate
- pgvector
Infrastructure
Cloud-neutral. We work in whichever one you already run, and won't move you off it without a reason you'd accept.
- AWS
FAQs
Frequently asked questions
We audit your operations, identify where AI will have the highest impact, build the systems that deliver it, and embed them into your team's daily workflow. This isn't about adding a chatbot - it's about fundamentally rethinking how your business operates with AI at the core.
We run a structured assessment of your operations, workflows, and data. We prioritise opportunities by business impact and feasibility - focusing on areas where AI creates real leverage, not just technical novelty.
It depends on scope. A targeted transformation of a single workflow is a much smaller piece of work than a broader organisational transformation with multiple workstreams. We scope in phases so you see value early, and agree the plan for each phase before it starts.
Yes - we integrate AI into existing workflows incrementally. We don't ask you to stop everything and rebuild. We identify where AI adds the most value and introduce it in a way that your team can adopt without friction.
Change management is built into every engagement. We train your team, embed AI into their daily workflow, and stay until adoption is self-sustaining. A system nobody uses isn't a transformation - it's a waste of money.
We offer ongoing retainers covering monitoring, optimisation, and expansion of AI into additional workflows. As your team matures, we can scale down to advisory - the goal is for your organisation to run these systems independently.