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Responsible AI and model governance

This is one of the ways we make sure a complex AI challenge is one you can stand behind, not just one you shipped.

Problem

01

We do not know which models are in use or how risky they are.

02

We cannot explain a model's decision.

03

A regulator or customer is asking questions we cannot answer.

Outcomes

  • A defensible governance position
  • Clear oversight of models in use
  • Evidence ready for scrutiny

Scope

In scope

  • Model inventory and risk assessment
  • Evaluation and monitoring setup
  • Governance and oversight process

Not included

  • Building the models (see generative AI)
  • General data governance (see data strategy and governance)

Approach

  1. Discovery

    We agree the problem, the data and the constraints, and how success will be judged.

  2. Delivery planning

    We shape the approach, sequence the work and set out costs, risks and controls.

  3. Build and test

    We build in the open, test against real data and cases, and prove it before it goes near production.

  4. Operational readiness, hypercare and closure

    We hand over, support the first weeks of use, and confirm the outcome before we close.

Deliverables

Model inventoryEvaluation and monitoringGovernance and oversight process

Technologies

Model evaluation and guardrail toolingMonitoring and observability tooling

Controls

Every model in scope is recorded with its purpose, owner and risk level. High-impact models get extra review before they are relied on. Evaluation and monitoring results are documented and kept. A person can explain and, where needed, override a model decision.

Frequently Asked Questions

Is this only for regulated industries?

No. Any organisation making decisions with models benefits from being able to explain and defend them.

Do you replace our risk team?

No. We give your risk and governance owners the tools, evidence and process to do their job.

Ready to scope this?

Tell us where your AI needs to stand up to scrutiny and we will help you get there.