Service
AI & Machine Learning
AI is most useful when it is embedded in a product people already use. We build AI-assisted features and automation that save real time, and we approach research questions with the same engineering discipline as any other system.
What we do
What’s included
AI-assisted product features
Drafting, review, summarisation and search inside your application, as in our ContractOven work.
Conversational AI
Agents tailored to a business or campaign, connected to your CRM and channels.
Workflow automation
Multi-channel messaging, lead handling and back-office tasks automated with AI in the loop.
Applied machine learning
Model selection, training and evaluation for classification and prediction problems.
Interpretable models
Explainability techniques so people can understand and trust what a model decides.
Integration & guardrails
Prompt design, evaluation, fallbacks and human review for dependable output.
$ stack --list
Tools we reach for
- Python
- OpenAI
- FastAPI
- Machine learning
- AWS Lambda
- Node.js
How it runs
Three steps, no surprises
- 01
Find the right problem
We test whether AI genuinely beats a simpler approach.
- 02
Prototype and evaluate
Quick experiments measured against real examples.
- 03
Productionise safely
Monitoring, guardrails and human oversight.
In practice
Work that used it
01LiveAI contract platform
ContractOven
An AI platform for building, reviewing, signing and exporting agreements, with FIDIC and JCT templates, plus the brand identity behind it.
- Next.js
- React
- Node.js
- AI
02CompletedResearch project
Interpretable Image Classification
A final-year research project on classifying images whose classes overlap, in a way people can inspect and understand.
- Python
- Machine learning
Good questions
AI & Machine Learning: FAQ
Do we need AI for this?
Sometimes a rules engine or a better search is enough. We tell you plainly and only recommend AI where it earns its place.
How do you handle sensitive data?
We minimise what is sent to models, choose providers with appropriate terms, and design review steps for high-stakes output.
Can you add AI to an existing product?
Yes. Most of our AI work is adding a focused capability to an existing application.
Let’s talk
Have a project in mind?
Tell us what you want to build, when you need it and what it can cost, and we will say honestly whether we can help.