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AI and Machine Learning

We build the AI tools, machine learning models, agents, and applications your team or your customers actually use or benefit from. Internal copilots that change how a department works. Customer-facing products with AI at the core. The engineering and ML underneath that makes them reliable.

Most AI projects don't ship. The ones we work on do.

Start a project

Most AI work falls into a handful of shapes. We've shipped each of them more than once, which means we know what's hard and what isn't.

Agents & Infrastructue

Goal-directed AI that takes action across your tools, drafting, routing, researching, deciding, within bounds you set. We build the agent, the platform it runs on, and the controls that keep it reliable. So your second agent ships in a fraction of the time of your first.

Workflows & Automation

The everyday work between systems and inside teams. Document drafting and review, content classification, inbound triage, call summaries, reporting. Internal tools that sit alongside your team and speed it all up. Often the fastest to ship and the highest ROI of any AI project.

Apps & Products

AI-native apps your team or your customers actually use. Internal platforms that change how a department works. Customer-facing products with AI at the core. Built to production standard, branded for your team, designed to scale beyond the pilot.

Our latest AI & ML projects

Kiva energy reduction

Built the core technology behind Kiva Energy. A startup that uses AI and machine learning prediction to autonomously and continously optimise energy usage in buildings via HVAC controls.

Generating 30% reductions in energy bills.

PRsonaME AI tool

Kicking off with a discovery and user research phase, we have built and delivered a full-stack AI platform for personal branding and PR. RAG-based architecture with proprietary methodology as the data layer.

ROI Predictor

A prototype of an AI and machine learning tool that allows users to receive a near-instant prediction of the likely return on investment (ROI) for various types of communications.

Public sector consultancy

Consulted on, and created the architecture for ML models to predict fall risk across nationwide health data, including location, demographic and historic fall numbers. The mission was to create targeted preventative interventions to reduce falls & save money.

When off-the-shelf isn't enough.

Most AI products run on foundation models out of the box. Some don't. When the problem needs custom data work, fine-tuning, or model development, we have the team that can deliver the bespoke builds you need.

Custom model development.
When your problem doesn't fit a general-purpose model.
Fine-tuning & adaptation.
Tuning open or proprietary models on your data, your tone, your domain.
Data pipelines.
Getting your data into a shape AI can use — and keeping it that way.
Evaluation.
Knowing whether the thing you shipped is actually getting better.

How we do it

We work as an embedded extension of your team, sized to the project. A typical engagement runs in three phases - though we'll happily start at any of them.

Scope & Discovery

Workshop the problem, sketch the shape of the solution, agree what success looks like and how we'll measure it. Often where we tell clients not to build something.

Build & Test & Learn

Weekly increments, real users from week two, evals from day one. POC, MVP, or production-grade, whatever the project needs. Built to be scalable. We deliver product strategy and experienced developers throughout.

Run or hand over

Either we run it for you, or we hand it cleanly to your team, documented, tested, and ready to extend. Whichever you'd rather.

Discuss AI and machine learning with us

You are spearheading change for your organisation so let's discuss the latest tech and how it can empower you and your mission.

Call us for a quick chat on +44 (0)20 8050 6926
Email us at hello@wamworks.io
Or fill out our short form here