Selected work
Production systems, measurable outcomes.
Selected delivery across the UK and Europe. Every engagement ends the same way: a system the client owns and a number that moved.
The pattern
Different sectors, the same shape.
Every engagement below starts in the same place: a system that should be moving a number and isn't, blocked by something more structural than the model or the code. Governance, data foundations, an operating practice that does not exist yet.
And every one ends the same way: a production system the client owns, a practice their team runs, and a metric that moved. The sectors differ. The discipline does not.
FinTech
Leading FinTech Company in UK
Challenge
Real-time fraud signal was siloed across acquiring, settlement and dispute systems. Detection lagged by hours.
Solution
Unified event-driven data layer with AI/ML fraud detection scoring in-flight transactions.
62%
fewer fraud incidents
within 6 months of go-live
Read the storyBanking
Banking major in UK
Challenge
Legacy core banking blocked product velocity. Every release window cost a weekend of operations risk.
Solution
Strangler-fig modernisation, cloud-native rebuild of settlement, and DevSecOps practice handed back.
40%
lower run-rate cost
3× faster deployment cadence
Read the storyInsurance
Insurance major in Europe
Challenge
Manual claims processing averaged 14 days. Customer NPS was a chronic underperformer for the brand.
Solution
AI claims triage agents on private-cloud LLMs with full auditability against the policy schedule.
<48hr
claims processing time
down from 14+ days
Read the storyTechnology
Midmarket Financial Products company
Challenge
ML models died on the way to production. Six PoCs in two years; none in front of customers.
Solution
Owned MLOps platform on the existing cloud footprint with eval, observability and rollback baked in.
5
AI models in production
in under 8 weeks
Read the story
Illustrative engagements. Named client stories are published as engagements complete and clearance is granted.
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Two weeks to a written architecture and a working reference build. A senior engineer leads from day one.