AI integration that earns its keep.
Embed AI into existing workflows. Copilots, automations, retrieval pipelines and intelligent agents that ship and stay shipped.
AI that ships, not demos
Most AI work dies on the demo slide. Ours doesn't. We treat AI features the same as the rest of your product: scoped to a clear job, instrumented from day one, and rolled out behind a flag with measurable success criteria.
What we deliver
Most engagements blend a few of these. Each is scoped, instrumented, and shipped against a written success criterion, not a pile of tickets.
- ✓Custom copilots and AI agents
- ✓Retrieval-augmented generation (RAG) systems
- ✓LLM evaluation harnesses
- ✓Vector search & embeddings infrastructure
- ✓Prompt engineering & fine-tuning
- ✓Multi-agent orchestration with n8n
- ✓Function-calling and tool-use systems
- ✓Cost & latency observability
How we actually work.
We start with a written hypothesis, build a thin prototype in a sprint, instrument it, then iterate to ship-quality. No 6-month black-box phases.
Hypothesis
Crisp problem statement, success criteria, and a written success metric we agree on before writing code.
Prototype
Sprint to a thin slice. Demo it. Decide go/no-go on the basis of a real user trying it.
Productionise
Eval harness, telemetry, cost & latency SLOs. Rollout behind a flag with a tight feedback loop.
Operate
On-call rotation, weekly eval re-runs, drift monitoring, and steady-state cost optimisation.
Pick the shape that fits
Three engagement shapes for AI work.
Discovery sprint
Validate the use case. Working prototype, evaluation harness, and a written go/no-go.
- Stakeholder interviews
- Data audit
- Working prototype
- Eval harness
- Written recommendation
Production build
Ship a production-grade AI feature. End-to-end including instrumentation and rollout.
- Full pipeline
- Latency & cost SLOs
- Eval + monitoring
- Feature-flag rollout
- Runbook handover
Embedded team
A pod of AI/ML engineers sitting alongside yours. Continuous delivery against a rolling roadmap.
- 1-3 engineers
- Tech-lead overlay
- Friday demos
- Shared on-call
- Quarterly OKRs
Often paired with this work
Most engagements blend two or three disciplines. Here's where this commonly leads.
Custom web
Bespoke, high-performance web platforms designed to scale with traffic, content, and your team.
SVC / 03Mobile apps
Feature-rich iOS and Android applications with native polish and native cross-platform feel.
SVC / 04Cloud architecture
Optimised cloud infrastructure, scalable, observable, secure. AWS, GCP, Azure, or hybrid edge.
Ready to ship this ai integration?
Two project slots remain for Q2 · 2026. We respond within one business day, with a real human and a real opinion.