The best AI work is the kind nobody notices. It just runs, does its job, and the people using it never think about the AI part.

Matt House · AI Engineer

AI should be doing more for your business. Prototype in weeks. Production in months. Results from day one.

The AI systems that actually move the needle. Scoped, built, and shipped so your team can run them without me.

Book a free call See my work

What I Build

Build or buy? Start here.

Agents that decide, systems that answer, pipelines that clean. And a strategy session if you're not sure yet.

AI Agents

The judgment calls your team makes 50 times a day. Triage, routing, qualification. Handled automatically.

RAG & Knowledge

Turn scattered docs into a knowledge base that actually answers questions. With citations.

AI Automation

Your CRM data, filled in and scored. No manual cleanup.

Not sure where to start?

AI Strategy

Where does AI actually fit? Honest assessment, not a vendor deck.

How I Work

Your problem. Your data. Same engineer, start to finish. Discovery to deployment.

Discovery We diagnose the problem, not the tool.

Validate Working prototype on your real data.

Build Production system with working demos.

Ship Deployed, documented, and monitored.

Support I stay on until it's running smooth.

Work

Recent projects

Each started as a conversation and shipped as a production system.

Enterprise SaaS

Lucanet

LISA — IT Support Agent

Automated 40% of IT support requests

Shell

Nestlé

ESG / Climate

Earth Security

Climate Research Engine

3k+ companies profiled, research cycle cut from weeks to minutes

Raw CSV

AI Enrichment

Enriched CSV

B2B SaaS / RevOps

Various

Managed Data Enrichment

2,000 records enriched in 5 minutes. Every score explained. Zero credits.

Infrastructure / Utilities

Atkins Réalis

Wastewater Network Optimisation

Optimised £100M of wastewater infrastructure upgrades

Results

Hard metrics from recent projects.

40%

Ticket deflection in 3 months

LISA · IT support agent

3k+

Companies profiled

Earth Security

Records in 5 minutes

Data Enrichment

Data Science Project of the Year

UK IT Industry Awards

£100M

Infrastructure optimised

Arrow

Atkins Innovation Award 2023

Microsoft Azure Data Science Associate

MEng Aerospace Engineering

Ready when you are.

30 minutes, no prep needed. Tell me what you're building and I'll give you an honest take on what's involved.