ChatGPT training for Marlborough public-service teams
Give an AI task a defined purpose, a bounded source set and a person who will check it. Practise that method on public information before expanding an agency workflow.
- Employees in government
- 1,162Marlborough, February 2025
- Share of Marlborough employees
- 4.8%7 of 16 regions
- Share across New Zealand
- 6.4%all regions, February 2025
- Location quotient
- 0.75×less concentrated than nationally
Government in Marlborough
Marlborough's unitary council covers both regional and territorial work.1 That creates a useful training challenge: a fictional resident enquiry can touch a building process, a road issue or an environmental question. Staff need to preserve the boundary between those services when drafting an explanation, rather than combine them into an apparently simple but misleading answer.
ChatGPT supports related work in Projects and can analyse supplied files or use connected tools.7,8 TheColab frames each exercise around a result that can be checked. We ask what evidence supports the answer, which input is missing and what the responsible officer must review before it becomes agency work.
Paid employees in government went from 1,156 in February 2020 to 1,162 in February 2025 (+0.5%).
Share of paid employees in government, by region
| Region | Chart | Share | NZ | × |
|---|---|---|---|---|
| Wellington | 17.8% | 6.4% | 2.8× | |
| Manawatū-Whanganui | 9.5% | 6.4% | 1.5× | |
| Northland | 6.2% | 6.4% | 1.0× | |
| Waikato | 5.0% | 6.4% | 0.8× | |
| Canterbury | 4.8% | 6.4% | 0.8× | |
| Gisborne | 4.8% | 6.4% | 0.7× | |
| Marlborough (this page) | 4.8% | 6.4% | 0.8× | |
| Auckland | 4.7% | 6.4% | 0.7× | |
| Hawke's Bay | 4.6% | 6.4% | 0.7× | |
| Bay of Plenty | 4.5% | 6.4% | 0.7× | |
| Otago | 4.4% | 6.4% | 0.7× | |
| Taranaki | 4.4% | 6.4% | 0.7× | |
| West Coast | 4.4% | 6.4% | 0.7× | |
| Nelson | 4.2% | 6.4% | 0.7× | |
| Southland | 3.6% | 6.4% | 0.6× | |
| Tasman | 2.1% | 6.4% | 0.3× |
Paid employees at business locations in the region, February 2025. The tick marks the national share. × is the regional share divided by the national share.
Source: Stats NZ, Business Demography Statistics, February 2020 and 2025.
Local context
- Council's Innovate Marlborough programme supports regional innovation and business capability, while local Police serve Blenheim and Picton.2,3 The September 2026 Market Street release describes social media toolkits and a video walk-through for businesses during street works.10 This supplies a local digital communication example for testing whether a draft preserves current access information.2,3,10
Organisations are named for local context only. No relationship with them is implied.
Towns in Marlborough
Each town page has its own figures and local brief.
Where ChatGPT helps government teams
Draft an explanation from a public source set
Create a Project with approved public service descriptions and an invented enquiry.7 Ask for a response that lists what the sources establish and what the applicant must clarify. The officer checks each statement and the appropriate service owner. Keep the draft from suggesting eligibility or approval where the provided information merely describes a process.
- Customer service officer
- Projects
Audit a synthetic submission summary
Use fictional submissions with identifiers and contrasting views. Ask ChatGPT's file tools to group themes and return the records supporting each group.8 Check omitted entries and minority positions before drafting a briefing. Include an ambiguous submission so the reviewer can test whether the model flags uncertainty instead of forcing it into a convenient category.
- Engagement analyst
- Data analysis
Make internal drafting instructions reusable
Define a skill that asks for decision purpose, evidence and the approving officer before preparing a briefing outline. Skills keep instructions and reference files together, and the workspace administrator controls who can create and share them.9 Test it with a brief lacking a source. Keep the accepted instructions and test set under an identified staff owner.
- Policy team lead
- Skills and reusable workflows
Retrieve the approved guidance first
With agency-approved connected apps, practise finding a public or blank internal form from a restricted exercise library. Connected sources are part of the documented ChatGPT workflow.8 Ask for a link and inspect the original before drafting. Do not widen the search into case files simply because the exercise answer looks useful.
- Information systems coordinator
- Connectors and apps
Supervise a multi-step public research task
Where approved, use the account's multi-step capability to gather public references and propose an evidence table. OpenAI's current web guide describes Work for such tasks.8 At scoping, confirm that ChatGPT Work is enabled for the account. Keep the task read-only and require officer review before any proposed message, publication or update to an agency system.
- Research or strategy officer
- ChatGPT Work
Keep an enquiry answer inside its evidence
- Select public guidance and create a fictional enquiry that leaves an important fact unspecified.
- Request a draft with source references and explicit questions for the missing information.
- Review the scope with the officer and preserve the approved wording through the agency's usual process.
Courses
1Introductory
ChatGPT essentials workshop
A hands-on first session: clear prompts, files, data analysis, Projects and search, practised on tasks your team already does.
2Organisation
ChatGPT Business and Enterprise rollout
Set up a ChatGPT workspace properly: plan choice, admin settings, an AI use policy, shared skills and Projects, and support that keeps people using it.
3Advanced
Skills, plugins, workspace agents and connected apps
For power users and technical leads: skills, plugins, Projects, ChatGPT Work, connected apps, data analysis and workspace agents.
Government in other regions
- Auckland
- Canterbury
- Wellington
- Waikato
- Bay of Plenty
- Manawatū-Whanganui
- Otago
- Northland
- Hawke's Bay
- Taranaki
- Southland
- Tasman
- Nelson
- Gisborne
- West Coast
Other industries in Marlborough
- Farming and horticulture
- Manufacturing
- Construction and trades
- Retail
- Tourism and hospitality
- Transport and logistics
- Professional services
- Health
- Education
See ChatGPT for government and public services across New Zealand, or all training in Marlborough.
Government in Marlborough: questions
What is a useful first government exercise?
Choose a public service explanation with a known owner. Staff can compare the draft with the source and check whether a missing fact is left unresolved rather than replaced with a plausible assumption.
Will the task take action without an officer?
The proposed first exercises produce material for review. A multi-step lesson stays read-only, with a person deciding whether anything should be sent, published or entered into the agency's operational systems.
Can the framework settle our council's approval process?
It provides a national governance reference, not a substitute for the council's own decision.5 Bring the responsible lead into scoping and agree the permitted sources and review route before training.
How do local public-service teams arrange delivery?
TheColab can visit your Marlborough workplace. Agree the staff audience and approved public material when scoping the session so the practical learning fits your organisation's authorisation and information-management arrangements.
Train your government team in Marlborough
- Send us a few linesHow many people, where you are, and the jobs that eat your week.
- We reply with a planA suggested session and format, plus what to bring: real quotes, emails and questions.
- Your team does the workAt your place or over video. They finish with ChatGPT doing real tasks, not demos.
- In person
- Remote
- Half-day workshop
- Full-day workshop
- Team rollout
Independent training by TheColab. Not affiliated with OpenAI.
Enquire
Tell us about your team in Marlborough. We reply by email with a suggested course and format.
Sources
Written 6 October 2026. Employment figures come from Stats NZ Business Demography Statistics.
- 1. Your Council, Marlborough District Council (accessed 2026-10-06)
- 2. Blenheim Police Station, New Zealand Police (accessed 2026-10-06)
- 3. Innovate Marlborough, Marlborough District Council (accessed 2026-10-06)
- 4. Responsible AI Guidance for the Public Service: GenAI, NZ Digital government (accessed 2026-10-06)
- 5. Public Service AI Framework, NZ Digital government (accessed 2026-10-06)
- 6. Does the Privacy Commissioner approve AI providers?, Office of the Privacy Commissioner (accessed 2026-10-06)
- 7. Projects and chats, OpenAI (accessed 2026-10-06)
- 8. ChatGPT on the web, OpenAI (accessed 2026-10-06)
- 9. Skills in ChatGPT, OpenAI Help Center (accessed 2026-10-06)
- 10. Market Street Revamp reaches milestone, Marlborough District Council (accessed 2026-10-06)