Solutions

Six solutions. One throughline: it has to work in production.

Two foundation solutions carry most engagements: the data platform underneath, and the inference layer on top. The rest build on them.

Foundation

Data Engineering & Platforms

Design and build data platforms that stay correct under load, under change, and under cost pressure, so the analytics and AI built on top of them can be trusted.

Data freshness vs. SLAPipeline success and reprocessing rateTest coverage on critical modelsTime to detect a data incident

Foundation

AI Inference Engineering

Serving-layer engineering for teams whose AI feature works but costs too much, responds too slowly, or falls over under real traffic.

Cost per 1M tokens, and cost per requestTime to first token (p50 / p95 / p99)Time per output tokenThroughput at target latency SLO

Capability

Applied AI & Automation

Retrieval, agents and workflow automation built with the evaluation, guardrails and monitoring that a demo never needed and production cannot go without.

Task success rate on the eval setGroundedness / citation accuracyRetrieval recall@kEscalation and human-intervention rate

Capability

Machine Learning Systems

Feature pipelines, deployment and monitoring for ML systems that must stay accurate as the world they were trained on moves.

Live model performance vs. offline baselineTraining/serving skew incidentsFeature and prediction driftTime from retrain trigger to deployed model

Capability

Forecasting & Decision Models

Demand and capacity forecasting, optimisation and scenario models, built around the decision they feed rather than the accuracy score they report.

WAPE / MAPE against baselineForecast biasForecast Value AddPrediction interval coverage

Capability

Fractional Data & AI Leadership

Architecture decisions, vendor selection, roadmap sequencing and project recovery, for organisations that need the judgement more often than they need the headcount.

Decision cycle time on blocked callsDelivery predictability against planPlatform and vendor spend vs. budgetInitiatives stopped early on evidence

Not sure which one you need?

That is a normal place to start. Describe what is blocking you and we will tell you which of these actually applies, including when the answer is none of them.

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