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A.4 · Artificial Intelligence & Machine Learning

Predictive Analytics & Decision Intelligence

Forecasts, anomalies, and optimisers that end in a decision

  • Probabilistic forecasting
  • MILP
  • Backtesting
  • Drift detection
  • Causal inference
GPU accelerators lined up in a rack-mount server

What we build

Systems that turn history into a decision rather than a dashboard. Probabilistic forecasting with calibrated prediction intervals, multivariate anomaly detection over operational telemetry, constrained optimisation and scheduling solvers, scenario simulation against assumptions that are written down and versioned, backtesting harnesses that score a model on the decision it would have made, and drift monitoring on every input distribution.

Capabilities

  • Probabilistic forecasting with calibrated intervals, not single-point guesses
  • Multivariate anomaly detection across operational and financial telemetry
  • Constrained optimisation and scheduling solvers for allocation, routing, and dispatch
  • Scenario simulation with assumptions stated, versioned, and open to challenge
  • Backtesting that scores the decision the model would have made, not just its error
  • Drift monitoring on every input, so a model degrading is detected rather than reported

Related services

How it connects

Where it sits in the stack.

This service, and the two it hands off to. None of them can be optimised alone.

01You are here

Predictive Analytics

Systems that turn history into a decision rather than a dashboard.

02

Generative AI & LLMs

Production systems built on large language models, hosted or self-hosted.

AI & Machine Learning · see service
03

Agentic AI & Copilots

Multi-step agent runtimes wired into the systems an organisation actually runs on.

AI & Machine Learning · see service

Bring us the whole problem.

Tell us where the work is stuck, whether that is a model that never reached production, an application nobody can change, a data platform nobody trusts, or a plant the business cannot see. An engineer replies with a first read, not a sales deck.