Municipality implements AI policy with a focus on security and the ethical use of AI

Dozens AI applications
mapped out
1 clear vision on AI
and how it is deployed
10 wks to established
policy
← All client stories

The challenge

A futuristic office at dusk

What do you do as a municipality when your employees are using AI extensively without any terms or conditions? And how do you make sure that it happens responsibly and ethically?

Just like in other organisations, AI was being used extensively within the municipality. Policy officers had notes summarised by free chatbots, the communications team wrote texts using AI, and one team had even independently set up a tool that automatically sorted complaints. Each of these were good initiatives that contributed to improving service delivery, but they came with uncontrollable risks.

The CISO and the data protection officer identified the risks: confidential documents ending up outside the organisation, and applications that might be classified as high risk under the AI Act. As a management team you might be inclined to impose a (temporary) ban, but in reality that only increases the risk of further uncontrolled and unethical use.

To mitigate these risks, the municipality wanted a workable policy focused on security and ethics: managing the risks while giving employees the room to use AI responsibly.

The solution

Mapping actual usage, assessing every application for risk, and translating that into policy that is genuinely workable for employees.

  • Interviews with all departments to uncover usage that occurred outside of official IT channels
  • Every application classified based on the risk categories of the AI Act
  • Drafting a policy with clear principles, a list of permitted applications, and clear frameworks for responsible AI usage
  • A clear overview of the employees who carry responsibilities regarding AI, including how they exercise those responsibilities
  • A secure AI environment managed by the municipality itself, so employees do not have to resort to free tools
Choice 01

No ban, but a secure alternative

A ban increases the risk of uncontrolled usage. Setting up a secure environment was therefore just as important as setting the rules.

Choice 02

Starting with what is actually happening

The policy is written based on actual usage within the organisation, not on a theoretical picture of what employees might do.

Choice 03

Risk guides the policy

The policy is structured around the identified risks. Applications are plotted within this framework rather than letting the application itself dictate terms.

Choice 04

A fixed moment to assess new applications

To keep the implementation up to date, a regular scheduled moment is planned to evaluate new applications.

Phases of our framework covered
  1. 01AI strategy
  2. 02Process and opportunity analysis
  3. 03Use case portfolio
  4. 04AI Lab
  5. 05AI production and process redesign
  6. 06AI change management
View the full framework →

The result

The framework the policy is built on

Unacceptable risknot permitted; the policy names these applications explicitly.

High riskonly after review. If residents are affected, the Algorithm Register comes first.

Limited riskpermitted, provided it is clear that AI is involved.

Minimal riskpermitted in the secure environment, with an internal record of purpose, data and owner.

Every application is plotted in this framework. The risk determines what is allowed, not the application itself.

1

clear vision on AI and how it is deployed.

  • Applications that transmit confidential data to external services have been stopped
  • New AI applications are evaluated within two weeks
  • General awareness of the safe and ethical use of AI has increased
  • Applications with an impact on residents are registered in the Algorithm Register
Want to know more about this?

Frequently asked questions about AI policy in local government

Why does a municipality need an AI policy right now?
Because employees are already using AI, with or without a policy. Without agreements, confidential data can easily end up with external services. In addition, the AI Act establishes requirements for organisations deploying AI, and these requirements are taking effect step by step.
Is it not safer to temporarily ban AI?
A ban feels safe, but often has the opposite effect: usage continues, but out of sight of IT. At the same time as introducing the policy, this municipality offered a secure environment, providing an immediate responsible alternative.
Who is responsible for AI within the municipality?
The process owner remains responsible for the application within their process. The CISO evaluates new applications and monitors the risks. This places responsibility with those who know the process best, backed by a designated point for advice and oversight.
Does every AI application need to be in the Algorithm Register?
No. Registration is intended for applications that have an impact on residents. The policy specifies which applications fall under this scope and at what stage registration occurs: before deployment, not retroactively. For other applications, an internal registration detailing purpose, data, and owner is sufficient.
And your organisation?

Want to find out where your organisation stands today?

Every organisation works with AI, but everyone does it differently.

AI Maturity Assessment

Determine where your organisation stands in thirty questions

This case shows which phases of the Disruptiv framework another organisation went through. The assessment does the same for yours: you will not only see your score, but also which phase currently limits your progress and what needs to be done first.

  • A score for each phase, along with a clear explanation of its meaning
  • Your exact position on our framework and the phase limiting your progress
  • The immediate next steps that will deliver the highest impact
Start the assessment
Screenshot of the result with the radar chart and the score per phase
Our Purpose

Reshaping Organisations
through Disruption,
together

Get in touch