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Data, AI and modelling services

Practical analytical services built around the decision you need to make.

Independent model assurance, uncertainty-aware forecasting and reliable analytical systems for difficult business decisions.

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Core services

Three ways we help organisations move from uncertainty to action

Each service can stand alone or form part of a wider engagement. The starting point depends on the business problem and the evidence already available.

01

Model assurance

Determine whether an existing model, KPI, calculation, dashboard or AI workflow can be trusted for its intended purpose.

Discuss an independent review

Useful when

  • A model, KPI or calculation is already affecting decisions.
  • Assumptions, baselines or edge cases have not been examined.
  • Management needs an independent review before relying on the output.

What we can deliver

  • Model, KPI and methodology audit.
  • Reproducibility, baseline, sensitivity and edge-case testing.
  • Findings on model behaviour with a prioritised remediation plan.
02

Forecasting & decision modelling

Estimate future outcomes, quantify the uncertainty around them and compare alternative decisions on evidence rather than assertion.

Discuss a forecasting problem

Useful when

  • Planning depends on uncertain future demand, revenue or performance.
  • Teams rely on one-point forecasts.
  • A choice between options needs quantified trade-offs.

What we can deliver

  • Forecasting models with stated uncertainty ranges.
  • Scenario analysis, predictive scoring and optimisation.
  • Documented model evaluation.
03

Analytical systems & automation

Turn validated analysis into repeatable systems that teams can use without rebuilding the work each time.

Discuss an analytical tool

Useful when

  • Recurring reporting depends on manual spreadsheets.
  • Analysis lives in notebooks or disconnected scripts.
  • Stakeholders need a clear decision interface.

What we can deliver

  • Dashboards, automated reports and reporting workflows.
  • APIs, data pipelines and analytical workflows.
  • Internal analytical applications and decision-support tools.

Specialist analytical domains

Specialist depth where the problem requires it

Our core services are sector-flexible, while selected domains benefit from deeper mathematical, scientific and commercial expertise.

Energy analytics

Renewable forecasting, building performance, consumption analysis, revenue scenarios and operational risk.

Quantitative finance

Calibration, volatility modelling, scenario analysis, model risk and quantitative decision support.

Optimisation

Resource allocation, dispatch, portfolio choices, constraints and trade-off analysis.

Scientific computing

Numerical methods, simulation, dynamical systems and modernisation of research-grade computational workflows.

Ways to begin

Choose the smallest engagement that can answer the question

These are engagement formats rather than separate services. Any of them can be the starting point for model assurance, forecasting and decision modelling, or analytical systems and automation. A focused review or prototype is often more useful than committing immediately to a large implementation.

Scoping discussion

Best for

A decision that needs analytical support, before it is clear which service or approach is required.

Includes

Decision framing, review of the data available, constraints and where analytical work would be useful.

You receive

A practical assessment of opportunities, risks and recommended next steps.

Discuss this engagement

Model review

Best for

An existing model, KPI, dashboard or analytical method already influencing decisions.

Includes

Assumption and baseline review, sensitivity analysis, reproducibility checks and assessment of model behaviour.

You receive

A structured review, identified risks and a prioritised remediation plan.

Discuss this engagement

Prototype sprint

Best for

A forecasting, decision-model or analytical-system concept that needs testing before wider investment.

Includes

Focused data preparation, baseline development, prototype modelling and initial validation.

You receive

A working prototype, evidence of feasibility and a clear implementation recommendation.

Discuss this engagement

Custom analytical build

Best for

A requirement that is already well defined and needs a repeatable dashboard, workflow, API, internal tool or decision-support system.

Includes

Solution design, model development, validation, implementation, documentation and handover.

You receive

A maintainable analytical system designed for the intended users and decision process.

Discuss this engagement

Delivery process

Rigorous enough for trust, simple enough for progress

1

Understand

Clarify the decision, users, available data and current process.

2

Analyse

Establish baselines, explore the evidence and develop the analytical approach.

3

Validate

Test assumptions, performance, sensitivity, edge cases and limitations.

4

Deliver

Create the report, model, dashboard, workflow or implementation pathway.

Relevant work

See how these services translate into practical outputs

The interfaces below are illustrative representations of the kinds of analytical systems and outputs we develop.

See how these capabilities are applied
Illustrative energy analytics dashboard showing building performance, heating alerts and occupancy heatmaps.

Illustrative analytical interface

Building and energy analytics

Operational diagnostics, heating performance, consumption analysis and management-ready reporting.

View related work
Illustrative analytical reporting workflow showing validation, processing stages and report output.

Illustrative analytical interface

Automated analytical reporting

Controlled workflows that connect data ingestion, validation, analysis and stakeholder-ready output.

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Illustrative risk and optimisation dashboard showing forecast ranges, scenarios and portfolio allocation.

Illustrative analytical interface

Forecasting, risk and optimisation

Scenario comparison, uncertainty ranges, downside-risk analysis and optimisation support.

View related work

Not sure which service fits?

Bring us the decision, the data you have and the current process.

You do not need to decide whether the answer is analysis, validation, forecasting, optimisation or a custom tool. We will help identify the most appropriate starting point.

Discuss a business problemView selected work