Flagship service

AI & Machine Learning — Deterministic Workflows

Most AI projects fail the same way: a demo that impresses and a production system nobody trusts. Our flagship discipline closes that gap. We engineer LLM-powered systems the way critical software is engineered — with schemas that validate every output, evals that test behaviour before it ships, deterministic fallbacks when the model is uncertain, and a human approval gate wherever a decision has consequences.

GuardrailedEval-testedHuman-in-loopObservable
What you get
AI automations that behave identically run after run — auditable and testable
Every model output validated against a contract before it touches your data
Human-in-the-loop gates on every consequential action
Full observability: you can see what the system did and why
What we deliver
LLM pipeline design & buildGuardrails, output validation & schema enforcementEval suites & regression testing for AI behaviourFallback & escalation designCost budgets & usage observability
How we work

From first call to running system.

/ 01

Scope

We define exactly what the AI decides, drafts or classifies — and what it never touches.

/ 02

Prototype

A working pipeline on your real data, measured against an eval suite from day one.

/ 03

Harden

Guardrails, validation, fallbacks, budgets and human approval gates.

/ 04

Operate

Monitoring, drift detection and continuous eval so trust survives contact with production.

Book a consultation

Ready to talk about deterministic AI?

Bring one process that's eating your team's time. We'll tell you, honestly, whether it's worth automating — and how we'd do it.

Book a free consultation