Welsh school staff say ChatGPT and Copilot cut admin time

Estyn, the inspectorate for education in Wales, reports that staff said that using ChatGPT and Copilot for letters, communications and policies substantially reduced their administrative time.

  • 1 an organization

    Staff told Estyn that the tools substantially reduced the time spent on administrative tasks, and Estyn gives no measure of the saving.

Depth runs from 1, a convenience or time saved, to 5, a life or a livelihood preserved.

Status
Reported benefit.
Evidence

foundstudiedreportedclaimed

An independent research report supports the benefit.

The system’s part
Not isolated. Estyn relays staff reports of time saved and does not compare tasks done with and without the tools. ChatGPT and Copilot are general-purpose assistants built on large language models.
Limits
Not yet checked.
Costs and harms
Not yet checked.
Later
Not yet checked.

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Benefit type
Reduced Task Time
System
ChatGPT and Microsoft Copilot, used for school administration
Made by
OpenAI (ChatGPT) and Microsoft (Copilot)
Used by
Schools and pupil referral units in Wales that Estyn visited or surveyed
Where
Wales, United Kingdom
Stage
In routine use
Date
, when the source was published
Kind
Aggregate result
Broad benefit
Performing Administrative Activities, Communicating with People Outside the Organization
Collections
Cross-border records
Last revised
31 October 2026

Sources

  1. Report, by authors with no tie to the system.

    Estyn (His Majesty's Inspectorate for Education and Training in Wales). A New Era: How Artificial Intelligence (AI) is Supporting Teaching and Learning. Thematic review at the request of the Welsh Government, October 2025. Section 'Working smarter: AI in school administration', p. 25.

    Leaders, administrative staff, and other non-teaching personnel regularly used platforms like ChatGPT and Copilot to streamline routine tasks such as drafting letters, standardising communications, and refining school policies. Staff told us that using AI in this way substantially reduced the time spent on administrative tasks, enabling greater efficiency and consistency.

Details

AI system

Workflow

Leaders, administrative staff and other non-teaching staff used ChatGPT and Copilot for routine administrative tasks. Staff adapted drafts of letters and reminders before sending them to parents.

Follow-up

Conditions for replication

Schools set data protection rules, such as barring staff from entering sensitive pupil data. Staff check and adapt what the tools draft.

Entry details

Sector

Education (school administration).

Purpose

OpenAI built ChatGPT and Microsoft built Copilot to answer requests and draft text as general-purpose assistants.

Not yet checked: model, release, provider, role, configuration, inputs and outputs, autonomy, human oversight, AI contribution, beneficiaries, reach, distribution and access, duration, every measurement question, every money question, ownership and control, dependencies, cross-border connections, geopolitical implications, replication attempts, availability, institutional decision, grounds, action and result, success criterion, every evidence question, observed or intended, alternative assessments, related entries, other identifiers, category mappings.

Cite this record

Peter H. Vartanian. (2026). Welsh school staff say ChatGPT and Copilot cut admin time (AIBD-0897). Artificial Intelligence Benefits Database, edition of 31 October 2026. https://petervartanian.xyz/aibd/records/AIBD-0897.html (archived at https://doi.org/10.7910/DVN/AADSII, version 4.0)

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