MAIOS

MAIOSEditorialSchool, public body or organisation

Guide · School, public body or organisation

AI for schools, public bodies and organisations: services, people and impact

When AI enters a service, technical quality is not enough. The project must identify who receives the service, who may be excluded and which person remains accountable for decisions.

Schools, public bodies and civil-society organisations share knowledge and coordination needs, but differ in recipients, authority and rules. A common map should expose those differences rather than erase them.

Editorial noteDraft generated by the system on 14 August 2026. Not yet reviewed.

From context to usable evidenceFive relations to preserve
  1. RecipientsWho uses the service and who may encounter a barrier?
  2. NeedWhich information, activity or access should improve?
  3. ServiceWhat does the system prepare and what remains human?
Open the mapPrepare a test

Starting question

The service to protect comes before the use case.

Guidance, learning support, document work and coordination may benefit from AI. The project must nevertheless preserve accessibility, service continuity and a human route for people who cannot or do not wish to use the system.

An informational response is not the same as an administrative, educational or eligibility decision. Each step should be classified by effect and authority.

Operational relations

Five steps that must remain connected.

01

Recipients

Who uses the service and who may encounter a barrier?

02

Need

Which information, activity or access should improve?

03

Service

What does the system prepare and what remains human?

04

Decision

Who has authority, who checks and how can an error be challenged?

05

Impact

What effects follow for learning, rights, access and trust?

Boundaries and responsibility

One category contains three contexts that must remain distinct.

Schools centre learning, minors, assessment and the role of teachers. Public bodies centre authority, reasons, equal access and challenge. Social organisations centre mission, recipient vulnerability, resources and trust.

A project may share technical components across these settings, but cannot automatically transfer purpose, data or decision authority.

Practical object

AI Service Impact Map

Complete the AI Service Impact Map. Each field exposes a relationship to verify before extending the system.

01

Setting

School, public body or organisation: what governs the service?

02

Recipients

Who receives the benefit, decision or consequence?

03

Need

Which concrete barrier should be reduced?

04

Information

Which sources are authorised and understandable?

05

AI function

Does it inform, prepare, recommend or produce an effect?

06

Authority

Who verifies and who may legitimately decide?

07

Accessibility

What alternative exists for excluded people and cases?

08

Challenge

How can a result be corrected, contested or reversed?

First test

A short test should produce knowledge, not merely an output.

  1. 01
    Choose one service

    Define recipient, need and outcome without starting from the model.

  2. 02
    Separate the three settings

    State the authority, rules and risks specific to school, public body or organisation.

  3. 03
    Test an informational function

    Begin with search or preparation, without automated decisions about people.

  4. 04
    Involve recipients and staff

    Test understanding, accessibility, errors and exceptions with people using and providing the service.

  5. 05
    Preserve the human route

    Define assistance, correction, challenge and continuity before expanding use.

Public sources

References for verification and further work.

These sources support initial design. Legal, professional, ethical and organisational requirements depend on the case and the responsible functions.

Frequently asked questions

School, public body or organisation: questions to clarify before the project.

Which AI uses are suitable for schools?

Support for preparation, search, accessibility and learning activities can be explored with clear purposes and an explicit teaching role. Assessment and children’s data require specific examination.

Can a chatbot answer on behalf of a public body?

It may provide guidance from approved sources. It should not turn information into a decision or hide the competent human route.

How are people who do not use digital tools protected?

Keep accessible alternative channels, human assistance and equivalent information. Access to a right should not depend on using the system.

Can the same data be reused across settings?

Not automatically. Purpose, authorisation, recipients, retention and authority differ across schools, public administration and organisations.

How should impact be assessed?

Observe quality and access alongside errors, exclusion, understanding, staff workload, correction routes and trust.