Quentin CasaresData and AI leadership for regulated growth
Products and services

Practical digital toolkit

AI governance essentials

A concise implementation pack for moving from AI policy to a usable register, risk classification, decision rights, evidence, and board reporting.

The minimum viable governance system for organisations that need practical control without creating a committee industry.

The problem

Start with the decision failure, not the technology label.

Most AI governance material explains principles. Leaders still need editable artefacts that show who decides, what evidence is required, and how use cases move through the lifecycle.

What changes

  • A workable starting point for an AI use-case inventory and classification process.
  • Clear ownership and escalation before material use cases reach production.
  • A consistent evidence set for risk, audit, and board conversations.
  • Less time spent inventing templates and more time testing operating reality.

Scope

Concrete artefacts, not advisory fog.

The scope is deliberately explicit so the buyer knows what will exist at the end of the engagement or product implementation.

01

AI use-case register

02

Materiality and risk-classification guide

03

Decision-rights matrix

04

Minimum evidence checklist

05

Board reporting template

06

60-day implementation guide

Method

A short sequence that ends in ownership and a decision.

Each stage has a purpose, an evidence expectation, and a defined hand-off.

  1. 01

    Inventory

    Capture internally built, third-party, embedded, and experimental AI use cases.

  2. 02

    Classify

    Apply business impact, customer, regulatory, autonomy, and data criteria consistently.

  3. 03

    Decide

    Assign approval, challenge, monitoring, and escalation rights by materiality.

  4. 04

    Evidence

    Maintain the minimum record required to explain and defend each material use case.

Strong fit

  • You need practical templates rather than another policy paper.
  • AI use cases are emerging through business teams and vendors.
  • A governance forum exists but lacks a consistent intake and evidence model.
  • You want a low-cost way to test Quentin's method before a larger engagement.

Boundaries

  • The toolkit is not legal advice or a substitute for organisation-specific risk assessment.
  • Templates must be adapted to the firm's obligations, risk appetite, and operating model.
  • The licence does not permit resale or redistribution outside the purchasing organisation.

Next step

The first conversation should test fit, not manufacture urgency.

Bring the live decision, deadline, evidence gap, and stakeholder context. You will get a direct view on whether this offer is the right intervention.