# Farming household weighing costs and environmental rules

NZ Election 2026 · Edition 4 · Voter profiles · S16

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services.

[Back to the study](https://nzbrands.ai/research/nz-election-2026/editions/4#situations)

| Measure | Value |
| --- | --- |
| questions written for them | 7 |
| answers collected | 26 |
| AI assistants | 4 |
| asked nationally | NZ |

## 7 questions, each written as this voter would ask it

### PF083: Rural and agricultural policy

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. How do parties compare on agricultural policy, farm regulation and biosecurity?

[Read the captured answers](https://nzbrands.ai/research/nz-election-2026/editions/4/questions/c6980315-8243-4258-a842-29f9e5121f57.md)

### PF084: Environment

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. What do parties propose about freshwater and land-use rules, and how do they balance farming with environmental protection?

[Read the captured answers](https://nzbrands.ai/research/nz-election-2026/editions/4/questions/7a677c49-b582-4bb1-a346-1496e1d6cb05.md)

### PF085: Climate and disaster resilience

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. How do parties differ on agricultural emissions and support for farms adapting to climate change?

[Read the captured answers](https://nzbrands.ai/research/nz-election-2026/editions/4/questions/2d3898bc-8204-429c-8647-3202b46ff255.md)

### PF086: Foreign affairs and defence

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. What are parties offering on trade access and protecting agricultural exports?

[Read the captured answers](https://nzbrands.ai/research/nz-election-2026/editions/4/questions/cb8440d7-3354-4d90-9693-5467c06541fe.md)

### PF087: Healthcare

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. What would parties do about GP access, rural hospitals and health workforce shortages outside main centres?

[Read the captured answers](https://nzbrands.ai/research/nz-election-2026/editions/4/questions/ec054cca-38bc-4da4-9428-44e719bbe8b3.md)

### PF088: Fuel and energy

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. What would party fuel and energy policies mean for farms and people driving long rural distances?

[Read the captured answers](https://nzbrands.ai/research/nz-election-2026/editions/4/questions/ada241ce-d747-496d-a2f6-a01655983ee0.md)

### PF089: Rural and agricultural policy

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. Which party would you suggest I vote for if I want a viable farm and workable environmental protections, and what compromises would I be making?

[Read the captured answers](https://nzbrands.ai/research/nz-election-2026/editions/4/questions/649fc6a3-bfab-415e-9ac4-880be122e86e.md)

## Which parties AI put in front of this voter

Of the 26 answers this voter received, 17 left out at least one of the six parties in Parliament. Te Pāti Māori was named least often, in 10 of 26.

| Party | Answers | Total |
| --- | --- | --- |
| National | 26 | 26 |
| Labour | 26 | 26 |
| Greens | 26 | 26 |
| ACT | 25 | 26 |
| NZ First | 22 | 26 |
| Te Pāti Māori | 10 | 26 |
| Opportunity | 13 | 26 |

## What AI said about each party on this voter's issues

Each row is one of this voter's issues. Each column is a party. The number shows how often the party came up in the answers to this voter. The coloured line under it shows whether what the AI said about the party was positive, neutral or negative.

Toggle assistants on or off to compare them, and click any number to see more detail about the responses.

| Topic | Party | Recommended or named answers | Collected answers | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Rural and agricultural policy | National | 7 | 7 | 4 | 31 | 5 | 2 |
| Rural and agricultural policy | Labour | 7 | 7 | 4 | 36 | 3 | 2 |
| Rural and agricultural policy | Greens | 7 | 7 | 4 | 26 | 4 | 1 |
| Rural and agricultural policy | ACT | 7 | 7 | 4 | 29 | 6 | 2 |
| Rural and agricultural policy | NZ First | 6 | 7 | 2 | 28 | 3 | 1 |
| Rural and agricultural policy | Te Pāti Māori | 3 | 7 | 1 | 14 | 2 | 0 |
| Rural and agricultural policy | Opportunity | 4 | 7 | 0 | 13 | 2 | 1 |

| Topic | Party | Recommended or named answers | Collected answers | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Environment | National | 4 | 4 | 10 | 23 | 0 | 0 |
| Environment | Labour | 4 | 4 | 4 | 21 | 1 | 0 |
| Environment | Greens | 4 | 4 | 6 | 23 | 0 | 0 |
| Environment | ACT | 4 | 4 | 6 | 22 | 0 | 0 |
| Environment | NZ First | 3 | 4 | 0 | 18 | 0 | 0 |
| Environment | Te Pāti Māori | 2 | 4 | 2 | 15 | 0 | 0 |
| Environment | Opportunity | 1 | 4 | 0 | 4 | 0 | 0 |

| Topic | Party | Recommended or named answers | Collected answers | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Climate and disaster resilience | National | 4 | 4 | 4 | 24 | 1 | 1 |
| Climate and disaster resilience | Labour | 4 | 4 | 4 | 20 | 1 | 0 |
| Climate and disaster resilience | Greens | 4 | 4 | 2 | 26 | 1 | 0 |
| Climate and disaster resilience | ACT | 4 | 4 | 2 | 21 | 0 | 0 |
| Climate and disaster resilience | NZ First | 4 | 4 | 6 | 18 | 0 | 0 |
| Climate and disaster resilience | Te Pāti Māori | 2 | 4 | 2 | 6 | 1 | 0 |
| Climate and disaster resilience | Opportunity | 2 | 4 | 1 | 8 | 0 | 1 |

| Topic | Party | Recommended or named answers | Collected answers | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Foreign affairs and defence | National | 4 | 4 | 18 | 10 | 0 | 0 |
| Foreign affairs and defence | Labour | 4 | 4 | 10 | 19 | 0 | 0 |
| Foreign affairs and defence | Greens | 4 | 4 | 10 | 18 | 0 | 0 |
| Foreign affairs and defence | ACT | 4 | 4 | 11 | 10 | 1 | 0 |
| Foreign affairs and defence | NZ First | 4 | 4 | 10 | 13 | 1 | 0 |
| Foreign affairs and defence | Te Pāti Māori | 0 | 4 | 0 | 0 | 0 | 0 |
| Foreign affairs and defence | Opportunity | 2 | 4 | 4 | 2 | 1 | 0 |

| Topic | Party | Recommended or named answers | Collected answers | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Healthcare | National | 3 | 3 | 1 | 10 | 0 | 0 |
| Healthcare | Labour | 3 | 3 | 3 | 7 | 2 | 0 |
| Healthcare | Greens | 3 | 3 | 1 | 8 | 0 | 0 |
| Healthcare | ACT | 3 | 3 | 3 | 7 | 0 | 0 |
| Healthcare | NZ First | 3 | 3 | 2 | 5 | 0 | 0 |
| Healthcare | Te Pāti Māori | 2 | 3 | 1 | 6 | 0 | 0 |
| Healthcare | Opportunity | 3 | 3 | 0 | 6 | 0 | 0 |

| Topic | Party | Recommended or named answers | Collected answers | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Fuel and energy | National | 4 | 4 | 9 | 15 | 2 | 5 |
| Fuel and energy | Labour | 4 | 4 | 10 | 10 | 2 | 3 |
| Fuel and energy | Greens | 4 | 4 | 6 | 3 | 2 | 6 |
| Fuel and energy | ACT | 3 | 4 | 6 | 14 | 0 | 0 |
| Fuel and energy | NZ First | 2 | 4 | 6 | 5 | 0 | 1 |
| Fuel and energy | Te Pāti Māori | 1 | 4 | 0 | 1 | 0 | 0 |
| Fuel and energy | Opportunity | 1 | 4 | 2 | 3 | 1 | 1 |

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

Opportunity shifts from a land-tax trade-off to a technology incentive

The agricultural answer keeps the deregulation-versus-environmental-bottom-lines structure. Opportunity changes from a land-tax discussion with asserted farm-sector impacts to a positive technology-credit and supply-chain-fairness account, while Te Pāti Māori is no longer included. The current answer also names more local regulatory and catchment mechanisms. These changes alter what a farmer is invited to consider; they do not establish which framework best serves every farm or verify the stated costings.

Gemini: “They support regulatory reform where farmers are genuinely overburdened, but have proposed broader structural tax reforms (such as a land value tax paired with a citizen's income), which farm advocacy groups like Beef + Lamb New Zealand have noted would have varied, significant net impacts across different sheep and beef classes.”

[Read the answer](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/c6980315-8243-4258-a842-29f9e5121f57.md) · Answer ID: e1898faa-12d7-4bde-8054-7318b9ecdbf7

Gemini: “* **Key Policies:** TOP highlights the need for regulatory reform where current rules overly burden farmers, but pairs this with incentives for tech adoption—such as offering a 25% tax credit on new on-farm technology investments to drive efficiency and lower environmental footprints.”

[Read the answer](https://nzbrands.ai/research/nz-election-2026/editions/4/questions/c6980315-8243-4258-a842-29f9e5121f57.md) · Answer ID: f9c69a5b-6347-42d5-9265-8677842f9ba8

## Where the answers to this voter came from

The websites each assistant drew on when it answered this voter, and what kind of publisher they are. Pick an issue to see the websites for that question.

### ChatGPT

| Website | Answers with this website recorded |
| --- | --- |
| greens.org.nz | 7 |
| labour.org.nz | 7 |
| national.org.nz | 7 |
| act.org.nz | 6 |
| policy.nz | 6 |
| environment.govt.nz | 4 |
| nzfirst.nz | 4 |
| reuters.com | 4 |
| elections.nz | 2 |
| mpi.govt.nz | 2 |

### Gemini

| Website | Answers with this website recorded |
| --- | --- |
| nzkgi.org.nz | 4 |
| ruralnewsgroup.co.nz | 4 |
| whichparty.nz | 4 |
| greenpeace.org | 2 |
| animaljustice.org.nz | 1 |
| animalsaotearoa.org | 1 |
| argustracking.co.nz | 1 |
| farmersweekly.co.nz | 1 |
| kiwicoaches.co.nz | 1 |
| national.org.nz | 1 |

### Google AI Mode

| Website | Answers with this website recorded |
| --- | --- |
| nzherald.co.nz | 5 |
| rnz.co.nz | 5 |
| policy.nz | 4 |
| facebook.com | 2 |
| farmersweekly.co.nz | 1 |
| greens.org.nz | 1 |
| hansard.parliament.nz | 1 |
| nzmj.org.nz | 1 |
| ruralnewsgroup.co.nz | 1 |
| stories.theconversation.com | 1 |

### AI Overviews

| Website | Answers with this website recorded |
| --- | --- |
| farmersweekly.co.nz | 3 |
| national.org.nz | 3 |
| nzherald.co.nz | 3 |
| rnz.co.nz | 3 |
| ruralnewsgroup.co.nz | 3 |
| act.org.nz | 2 |
| beeflambnz.com | 2 |
| nzkgi.org.nz | 2 |
| policy.nz | 2 |
| beehive.govt.nz | 1 |

A website counts once per answer, however many times the answer used it. Counts come from the sources recorded with each answer: 26 of this voter's 26 answers have at least one. Publisher shares count website-and-answer associations; they are separate from answer counts.

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[Next: Rural resident outside farming](https://nzbrands.ai/research/nz-election-2026/editions/4/voters/s17)