---
title: "Rural resident outside farming"
publisher: "Onsomble Limited"
publication: "NZBrands.ai"
edition: 3
collected_on: "2026-10-16"
html_url: "https://nzbrands.ai/research/nz-election-2026/editions/3/voters/s17/"
---

# Rural resident outside farming

Edition 3 · answers collected 16 October 2026.

[Read on NZBrands.ai](https://nzbrands.ai/research/nz-election-2026/editions/3/voters/s17/)

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited.

This is a designed voter situation, not a representative sample or a finding about everyone in that group.

## What they asked

### PF090 · Healthcare

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. Which parties have specific plans for healthcare access in smaller towns and rural communities?

Study-assigned priority: Major. This is a design assumption, not a measured preference. Reason: Distance to care is a stated constraint.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/02b496ed-8b5f-436f-a0e1-22c6c26e20ee.md)

### PF091 · Jobs and unemployment

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. What would parties do to create or retain jobs in small towns beyond farming?

Study-assigned priority: Major. This is a design assumption, not a measured preference. Reason: Local employment options are stated to be limited.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/cba9dd43-a3ce-4b54-865c-3c05e01044f1.md)

### PF092 · Fuel and energy

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. What would parties do about fuel costs for people who have few public transport alternatives?

Study-assigned priority: Major. This is a design assumption, not a measured preference. Reason: Driving long distances creates direct fuel exposure.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/09a85bca-080a-42c6-81d7-17a9b7cffe5e.md)

### PF093 · Infrastructure and local services

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. How do parties compare on roads, broadband and local infrastructure outside major cities?

Study-assigned priority: Major. This is a design assumption, not a measured preference. Reason: Distance and service gaps make infrastructure relevant.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/7075a420-3cab-4967-9eba-46f32a4a2f85.md)

### PF094 · Education and childcare

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. What do parties propose about retaining schools, teachers and learning support in smaller communities?

Study-assigned priority: Secondary. This is a design assumption, not a measured preference. Reason: Children depend on local education provision.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/b801a869-e962-4f43-b2d8-c379db518132.md)

## Which parties AI put in front of this voter

Of the 20 answers this voter received, 12 left out at least one of the six parties in Parliament. Te Pāti Māori was named least often, in 9 of 20.

| Party | Answers naming party | Answers collected |
| --- | --- | --- |
| National | 19 | 20 |
| Labour | 19 | 20 |
| Greens | 19 | 20 |
| ACT | 18 | 20 |
| NZ First | 18 | 20 |
| Te Pāti Māori | 9 | 20 |
| Opportunity | 5 | 20 |

## Issue by issue

## Healthcare

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 4 | 4 | 100.0% | 5 | 12 | 0 | 0 |
| Labour | 4 | 4 | 100.0% | 9 | 8 | 0 | 1 |
| Greens | 4 | 4 | 100.0% | 8 | 9 | 0 | 1 |
| ACT | 4 | 4 | 100.0% | 6 | 9 | 0 | 2 |
| NZ First | 4 | 4 | 100.0% | 6 | 8 | 1 | 0 |
| Te Pāti Māori | 3 | 4 | 75.0% | 3 | 6 | 1 | 0 |
| Opportunity | 1 | 4 | 25.0% | 1 | 2 | 1 | 0 |

## Jobs and unemployment

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 4 | 4 | 100.0% | 10 | 12 | 0 | 0 |
| Labour | 4 | 4 | 100.0% | 11 | 11 | 0 | 1 |
| Greens | 4 | 4 | 100.0% | 7 | 12 | 0 | 0 |
| ACT | 3 | 4 | 75.0% | 5 | 11 | 0 | 0 |
| NZ First | 4 | 4 | 100.0% | 9 | 13 | 0 | 0 |
| Te Pāti Māori | 1 | 4 | 25.0% | 2 | 3 | 0 | 0 |
| Opportunity | 1 | 4 | 25.0% | 0 | 3 | 0 | 0 |

## Fuel and energy

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 4 | 4 | 100.0% | 3 | 10 | 2 | 1 |
| Labour | 4 | 4 | 100.0% | 9 | 11 | 0 | 0 |
| Greens | 4 | 4 | 100.0% | 7 | 8 | 2 | 0 |
| ACT | 4 | 4 | 100.0% | 3 | 8 | 2 | 0 |
| NZ First | 4 | 4 | 100.0% | 5 | 9 | 0 | 0 |
| Te Pāti Māori | 1 | 4 | 25.0% | 1 | 1 | 0 | 0 |
| Opportunity | 1 | 4 | 25.0% | 0 | 0 | 0 | 0 |

## Infrastructure and local services

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 4 | 4 | 100.0% | 6 | 18 | 1 | 0 |
| Labour | 4 | 4 | 100.0% | 6 | 15 | 0 | 1 |
| Greens | 4 | 4 | 100.0% | 5 | 15 | 0 | 0 |
| ACT | 4 | 4 | 100.0% | 3 | 15 | 0 | 0 |
| NZ First | 4 | 4 | 100.0% | 4 | 14 | 0 | 0 |
| Te Pāti Māori | 2 | 4 | 50.0% | 0 | 4 | 0 | 0 |
| Opportunity | 1 | 4 | 25.0% | 0 | 2 | 0 | 0 |

## Education and childcare

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 3 | 4 | 75.0% | 4 | 13 | 2 | 0 |
| Labour | 3 | 4 | 75.0% | 10 | 5 | 0 | 1 |
| Greens | 3 | 4 | 75.0% | 6 | 4 | 1 | 0 |
| ACT | 3 | 4 | 75.0% | 4 | 8 | 0 | 1 |
| NZ First | 2 | 4 | 50.0% | 2 | 6 | 0 | 0 |
| Te Pāti Māori | 2 | 4 | 50.0% | 2 | 2 | 0 | 0 |
| Opportunity | 1 | 4 | 25.0% | 0 | 0 | 0 | 0 |

## How the assistants handled this voter’s main question

Stable main options; regional workforce and waitlist detail added

Edition 3 retains the six-party field and the Edition 2 distinction between Labour’s affordability/doctor-loan approach and National’s workforce/capacity approach. It adds the Waikato medical-school pathway and a dedicated NZ First waitlist fund description. The closing question separates local GP availability, travel and after-hours care; no local funded service guarantee is established.

Gemini · 12 October 2026 · Earlier answer

> For voters living in small towns and regional or rural communities, healthcare access—particularly the cost and availability of General Practitioners (GPs), local practice sustainability, and long travel times for specialist care—is a major focus of the 2026 general election.

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/2/questions/02b496ed-8b5f-436f-a0e1-22c6c26e20ee/#answer-8669abc9-9de2-43bd-be1f-95bc3a7de6f5)

Gemini · 16 October 2026 · Refreshed answer

> including the Waikato medical school plan

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/02b496ed-8b5f-436f-a0e1-22c6c26e20ee/#answer-a1d9907b-3914-4b33-820a-719937fa3f4f)

## Sources recorded against the answers

## ChatGPT

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 5 | 5 | 5 |

| Website | Answers with this website recorded |
| --- | --- |
| labour.org.nz | 5 |
| national.org.nz | 5 |
| greens.org.nz | 4 |
| nzfirst.nz | 4 |
| act.org.nz | 3 |
| reuters.com | 3 |
| beehive.govt.nz | 2 |
| maoriparty.org.nz | 2 |
| policy.nz | 2 |
| policynavigator.neonz.org | 2 |

Publisher counts sum recorded website/answer associations; one answer can contribute to several websites and publisher types.

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 23 |
| Government | 5 |
| News | 5 |
| Comparison sites | 4 |
| Advocacy groups | 0 |
| Businesses | 0 |
| Social media | 0 |
| Other | 3 |

## Gemini

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 5 | 4 | 0 |

| Website | Answers with this website recorded |
| --- | --- |
| nzvotecheck.com | 3 |
| kiwicoaches.co.nz | 2 |
| argustracking.co.nz | 1 |
| facebook.com | 1 |
| htrhn.org.nz | 1 |
| labour.org.nz | 1 |
| nzmj.org.nz | 1 |
| ruralnewsgroup.co.nz | 1 |
| whichparty.nz | 1 |

Publisher counts sum recorded website/answer associations; one answer can contribute to several websites and publisher types.

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 1 |
| Government | 0 |
| News | 1 |
| Comparison sites | 4 |
| Advocacy groups | 1 |
| Businesses | 2 |
| Social media | 1 |
| Other | 2 |

## Google AI Mode

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 5 | 5 | 2 |

| Website | Answers with this website recorded |
| --- | --- |
| national.org.nz | 3 |
| nzherald.co.nz | 3 |
| kiwicoaches.co.nz | 2 |
| labour.org.nz | 2 |
| policy.nz | 2 |
| rnz.co.nz | 2 |
| ruralnewsgroup.co.nz | 2 |
| bonded.co.nz | 1 |
| farmersweekly.co.nz | 1 |
| htrhn.org.nz | 1 |

Publisher counts sum recorded website/answer associations; one answer can contribute to several websites and publisher types.

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 5 |
| Government | 0 |
| News | 11 |
| Comparison sites | 3 |
| Advocacy groups | 2 |
| Businesses | 2 |
| Social media | 0 |
| Other | 2 |

## Google AI Overviews

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 5 | 5 | 1 |

| Website | Answers with this website recorded |
| --- | --- |
| national.org.nz | 4 |
| facebook.com | 2 |
| kiwicoaches.co.nz | 2 |
| labour.org.nz | 2 |
| policy.nz | 2 |
| rnz.co.nz | 2 |
| waateanews.com | 2 |
| whichparty.nz | 2 |
| act.org.nz | 1 |
| apex.org.nz | 1 |

Publisher counts sum recorded website/answer associations; one answer can contribute to several websites and publisher types.

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 8 |
| Government | 0 |
| News | 6 |
| Comparison sites | 5 |
| Advocacy groups | 3 |
| Businesses | 5 |
| Social media | 3 |
| Other | 6 |

## What this can and cannot tell you

Three sets of answers, from made-up voters, on three days.

Each question was asked once per edition. AI assistants vary their answers, so part of any change between editions is that variation rather than a lasting shift. Three editions show what changed; they do not show why. News events, what the assistants retrieved and changes to the assistants themselves all remain possible explanations.

The voters are designed situations, not a sample of New Zealanders. The study shows what the assistants said and lets anyone check it. It does not show whether anyone changed their vote.

We read all 31 voting-guidance answers and each voter's main question in full, and checked 12 statements. We have not read all 793 answers in full or checked every policy claim.

[Read the complete methodology](https://nzbrands.ai/research/nz-election-2026/editions/3/method.md)

## Publication and corrections

Published and funded by Onsomble Limited. NZBrands.ai takes no view on any party or policy.

[Independence](https://nzbrands.ai/about/independence/) · [Corrections](https://nzbrands.ai/about/corrections/) · [Contact](https://nzbrands.ai/about/contact/)