S.01 / AI Engineering

Production AI systems, engineered to last.

LLM applications, intelligent agents and automation that survive contact with real users, real data and real compliance requirements.

The problem

Why this is hard.

Most AI initiatives die between the demo and production. A prototype that impressed the board quietly fails on edge cases, costs spiral with usage, and nobody owns evaluation, monitoring or the failure modes. The gap isn't the model — it's the engineering around the model.

Hiring for this in-house is slow and expensive: AI engineers are scarce, and the field changes monthly. You need people who have shipped production AI systems — not experimented with notebooks.

The solution

What we do.

  • LLM applications — retrieval, structured output, tool use and multi-step workflows built on the right model for the job
  • AI agents and multi-agent systems that act on your data and systems, with guardrails and human approval where it matters
  • Intelligent automation — replacing manual, repetitive workflows with reliable AI-assisted processes
  • Evaluation and testing pipelines, so quality is measured, not assumed
  • Cost and latency engineering — caching, routing and right-sizing models so unit economics work at scale
  • Integration with your existing systems, data and access controls — not a bolt-on chatbot
Business outcome

What you get.

2–4 weeks

To a working system

A scoped, production-grade first slice in weeks — evaluated against your data, not a canned demo.

Measured

Quality you can defend

Every system ships with evaluation baked in, so you can show stakeholders what works and what improved.

Owned

Your system, documented

Architecture, decisions and runbooks documented under our methodology — no consultancy lock-in.

How we deliver → Related: Case study: hospital finance models →
Contact

Let's scope your first outcome.

A free 30-minute discovery call — no sales pitch, just an honest conversation about what AI and good engineering can do for your business.

Book a Discovery Call

Pick a time that works for you. We'll talk through your goals, current systems and where the first measurable win is.

info@biskilled.com LinkedIn ↗ North London, UK · on-site & remote

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