---
title: "Rural resident outside farming"
publisher: "Onsomble Limited"
publication: "NZBrands.ai"
edition: 2
collected_on: "2026-10-12"
html_url: "https://nzbrands.ai/research/nz-election-2026/editions/2/voters/s17/"
---

# Rural resident outside farming

Edition 2 · answers collected 12 October 2026.

[Read on NZBrands.ai](https://nzbrands.ai/research/nz-election-2026/editions/2/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/2/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/2/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/2/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/2/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/2/questions/b801a869-e962-4f43-b2d8-c379db518132.md)

## Which parties AI put in front of this voter

Of the 20 answers this voter received, 15 left out at least one of the six parties in Parliament. Te Pāti Māori was named least often, in 6 of 20.

| Party | Answers naming party | Answers collected |
| --- | --- | --- |
| National | 20 | 20 |
| Labour | 20 | 20 |
| Greens | 19 | 20 |
| ACT | 17 | 20 |
| NZ First | 18 | 20 |
| Te Pāti Māori | 6 | 20 |
| Opportunity | 4 | 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% | 7 | 11 | 0 | 0 |
| Labour | 4 | 4 | 100.0% | 14 | 4 | 0 | 2 |
| Greens | 4 | 4 | 100.0% | 12 | 4 | 0 | 0 |
| ACT | 3 | 4 | 75.0% | 1 | 9 | 1 | 0 |
| NZ First | 4 | 4 | 100.0% | 3 | 2 | 0 | 1 |
| Te Pāti Māori | 2 | 4 | 50.0% | 4 | 1 | 0 | 0 |
| Opportunity | 2 | 4 | 50.0% | 1 | 1 | 0 | 1 |

## Jobs and unemployment

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 4 | 4 | 100.0% | 7 | 12 | 0 | 0 |
| Labour | 4 | 4 | 100.0% | 9 | 9 | 0 | 0 |
| Greens | 4 | 4 | 100.0% | 7 | 6 | 0 | 0 |
| ACT | 3 | 4 | 75.0% | 8 | 7 | 0 | 0 |
| NZ First | 4 | 4 | 100.0% | 4 | 16 | 0 | 0 |
| Te Pāti Māori | 0 | 4 | 0.0% | 0 | 0 | 0 | 0 |
| Opportunity | 1 | 4 | 25.0% | 2 | 1 | 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% | 5 | 15 | 1 | 2 |
| Labour | 4 | 4 | 100.0% | 7 | 13 | 1 | 2 |
| Greens | 3 | 4 | 75.0% | 3 | 14 | 1 | 0 |
| ACT | 4 | 4 | 100.0% | 4 | 13 | 2 | 0 |
| NZ First | 3 | 4 | 75.0% | 4 | 2 | 0 | 0 |
| Te Pāti Māori | 0 | 4 | 0.0% | 0 | 0 | 0 | 0 |
| Opportunity | 0 | 4 | 0.0% | 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% | 5 | 22 | 2 | 0 |
| Labour | 4 | 4 | 100.0% | 6 | 18 | 2 | 2 |
| Greens | 4 | 4 | 100.0% | 1 | 21 | 1 | 2 |
| ACT | 4 | 4 | 100.0% | 1 | 21 | 1 | 0 |
| NZ First | 4 | 4 | 100.0% | 0 | 27 | 1 | 0 |
| Te Pāti Māori | 1 | 4 | 25.0% | 0 | 2 | 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 | 4 | 4 | 100.0% | 3 | 15 | 0 | 0 |
| Labour | 4 | 4 | 100.0% | 4 | 19 | 0 | 0 |
| Greens | 4 | 4 | 100.0% | 4 | 17 | 0 | 0 |
| ACT | 3 | 4 | 75.0% | 2 | 11 | 0 | 0 |
| NZ First | 3 | 4 | 75.0% | 0 | 10 | 0 | 0 |
| Te Pāti Māori | 3 | 4 | 75.0% | 0 | 14 | 0 | 0 |
| Opportunity | 0 | 4 | 0.0% | 0 | 0 | 0 | 0 |

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

Workforce and practice ownership become more concrete.

5 October: Rural affordability, workforce retention, telehealth and travel were presented mainly as policy directions and questions to ask.

12 October: The answer names Labour’s Family Doctor Loan Scheme, overseas-clinician pathways under National and distinct service-delivery models.

The small-town family receives more mechanisms to investigate. Cheaper appointments still need a clinician nearby; the answer does not establish local appointment availability.

Gemini · 5 October 2026 · Earlier answer

> ### Key Considerations for Your Vote

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/1/questions/02b496ed-8b5f-436f-a0e1-22c6c26e20ee/#answer-82e0489e-eecc-455c-b214-7c1a54394768)

Gemini · 12 October 2026 · Refreshed answer

> **Family Doctor Loan Scheme**

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

## 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 |
| --- | --- |
| greens.org.nz | 5 |
| labour.org.nz | 5 |
| national.org.nz | 4 |
| act.org.nz | 3 |
| nzfirst.nz | 3 |
| htrhn.org.nz | 2 |
| policy.nz | 2 |
| beehive.govt.nz | 1 |
| elections.nz | 1 |
| health.govt.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 | 22 |
| Government | 5 |
| News | 0 |
| Comparison sites | 3 |
| Advocacy groups | 3 |
| Businesses | 0 |
| Social media | 0 |
| Other | 1 |

## Gemini

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

| Website | Answers with this website recorded |
| --- | --- |
| greens.org.nz | 2 |
| kiwicoaches.co.nz | 2 |
| angusnz.com | 1 |
| facebook.com | 1 |
| farmersweekly.co.nz | 1 |
| nzfirst.nz | 1 |
| nzmj.org.nz | 1 |
| nzvotecheck.com | 1 |
| oece.nz | 1 |
| phcc.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 | 3 |
| Government | 0 |
| News | 1 |
| Comparison sites | 2 |
| Advocacy groups | 3 |
| Businesses | 3 |
| Social media | 1 |
| Other | 1 |

## Google AI Mode

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

| Website | Answers with this website recorded |
| --- | --- |
| kiwicoaches.co.nz | 2 |
| nzherald.co.nz | 2 |
| policy.nz | 2 |
| rnz.co.nz | 2 |
| greaterauckland.org.nz | 1 |
| htrhn.org.nz | 1 |
| labour.org.nz | 1 |
| national.org.nz | 1 |
| nbr.co.nz | 1 |
| nzdoctor.co.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 | 2 |
| Government | 0 |
| News | 7 |
| Comparison sites | 2 |
| Advocacy groups | 4 |
| Businesses | 2 |
| Social media | 0 |
| Other | 0 |

## Google AI Overviews

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

| Website | Answers with this website recorded |
| --- | --- |
| rnz.co.nz | 5 |
| national.org.nz | 4 |
| 1news.co.nz | 2 |
| beehive.govt.nz | 2 |
| facebook.com | 2 |
| kiwicoaches.co.nz | 2 |
| labour.org.nz | 2 |
| nzherald.co.nz | 2 |
| nzmj.org.nz | 2 |
| policy.nz | 2 |

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

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 7 |
| Government | 4 |
| News | 18 |
| Comparison sites | 5 |
| Advocacy groups | 2 |
| Businesses | 6 |
| Social media | 4 |
| Other | 2 |

## Interpretation limits

Authored situations are not a representative population sample. Consumer answers can vary across reruns, retrieval conditions, interface versions and timing. One collection per edition records snapshots rather than isolating causes. The report makes no statistical-significance claim, infers no voter persuasion and does not convert presence into support. Verified developments are distinguished from altered AI descriptions.

A design change should be recorded as a new catalogue version. Preserved gaps prevent missing coverage from becoming an apparent substantive shift.

[Read the complete methodology](https://nzbrands.ai/research/nz-election-2026/editions/2/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/)