Voter S16 · one of 23 households
Farming household weighing costs and environmental rules
“We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services.”
- questions written for them
- 7
- answers collected
- 28
- AI assistants
- 4
- asked nationally
- NZ
7 questions, each written as this voter would ask it
The issue each question is about, and how much it matters to this voter. Open any question to read the assistants' answers in full.
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?
4 answersPF084
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?
4 answersPF085
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?
4 answersPF086
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?
4 answersPF087
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?
4 answersPF088
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?
4 answersPF089
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?
4 answers
Which parties AI put in front of this voter
Of the 28 answers this voter received, 20 left out at least one of the six parties in Parliament. Te Pāti Māori was named least often, in 10 of 28.
Answers naming each party, out of 28
National28 of 28 answers
Labour28 of 28 answers
Greens28 of 28 answers
ACT28 of 28 answers
NZ First25 of 28 answers
Te Pāti Māori10 of 28 answers
Opportunity8 of 28 answers
ChatGPT
4 of 7 answers
named all six parties in Parliament
- National
- Labour
- Greens
- ACT
- NZ First
- Te Pāti Māori
Gemini
4 of 7 answers
named all six parties in Parliament
- National
- Labour
- Greens
- ACT
- NZ First
- Te Pāti Māori
Google AI Mode
0 of 7 answers
named all six parties in Parliament
- National
- Labour
- Greens
- ACT
- NZ First
- Te Pāti Māori
AI Overviews
0 of 7 answers
named all six parties in Parliament
- National
- Labour
- Greens
- ACT
- NZ First
- Te Pāti Māori
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.
Showing all four assistants · 28 answers
| Topic | National | Labour | Greens | ACT | NZ First | Te Pāti Māori | Opportunity |
|---|---|---|---|---|---|---|---|
| Rural and agricultural policy | |||||||
| Environment | |||||||
| Climate and disaster resilience | |||||||
| Foreign affairs and defence | |||||||
| Healthcare | |||||||
| Fuel and energy |
How the assistants handled this voter's main question
The farming question explicitly combines regulation, biosecurity and services. PF083 ChatGPT organises its opening around compliance, rule-setting, emissions, levies and infrastructure. This makes several distinct government functions visible rather than treating farming as a single preference for fewer rules.
Gemini and both Google experiences lean more heavily on a contrast between deregulation and environmental limits. AI Mode's closing associates stated priorities with broad party groupings. That conditional fit language can shape choice even without a single-party command. It does not establish what an individual farm's obligations or costs would be.
The response offers to distinguish dairy, sheep and beef, arable and horticultural operations. That is useful because the original scenario does not specify the production system. Biosecurity and healthcare should still be assessed on their own terms; a favourable description of emissions or planning policy cannot stand in for evidence of those services.
From the study's case study of this voter. Each extract opens the full answer with the passage highlighted.
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
53%party websites
Had sources7of 7
Showed you a link7of 7
- 1
greens.org.nz, party websites, cited in 5 answers - 2
national.org.nz, party websites, cited in 5 answers - 3
nzfirst.nz, party websites, cited in 5 answers - 4
act.org.nz, party websites, cited in 4 answers - 5
labour.org.nz, party websites, cited in 4 answers - 6
reuters.com, news, cited in 4 answers - 7
policy.nz, comparison sites, cited in 3 answers - 8
opportunity.org.nz, party websites, cited in 2 answers - 9
beehive.govt.nz, government, cited in 1 answers - 10consult.transport.govt.nz, government, cited in 1 answers
Gemini
50%advocacy groups
Had sources6of 7
Showed you a link0of 7
- 1
greenpeace.org, advocacy groups, cited in 3 answers - 2act.org.nz, party websites, cited in 1 answers
- 3
apex.org.nz, advocacy groups, cited in 1 answers - 4
beeflambnz.com, advocacy groups, cited in 1 answers - 5
dairynz.co.nz, advocacy groups, cited in 1 answers - 6
electrification.co.nz, advocacy groups, cited in 1 answers - 7
environment.govt.nz, government, cited in 1 answers - 8
facebook.com, social media, cited in 1 answers - 9
farmersweekly.co.nz, news, cited in 1 answers - 10greens.org.nz, party websites, cited in 1 answers
Google AI Mode
46%news
Had sources7of 7
Showed you a link1of 7
- 1
nzherald.co.nz, news, cited in 4 answers - 2policy.nz, comparison sites, cited in 4 answers
- 3
rnz.co.nz, news, cited in 4 answers - 4act.org.nz, party websites, cited in 1 answers
- 5
action.greens.org.nz, party websites, cited in 1 answers - 6farmersweekly.co.nz, news, cited in 1 answers
- 7greens.org.nz, party websites, cited in 1 answers
- 8htrhn.org.nz, other, cited in 1 answers
- 9
kiwicoaches.co.nz, businesses, cited in 1 answers - 10national.org.nz, party websites, cited in 1 answers
AI Overviews
41%news
Had sources6of 7
Showed you a link2of 7
- 1rnz.co.nz, news, cited in 6 answers
- 2nzherald.co.nz, news, cited in 5 answers
- 3greens.org.nz, party websites, cited in 4 answers
- 4national.org.nz, party websites, cited in 4 answers
- 5beehive.govt.nz, government, cited in 3 answers
- 6facebook.com, social media, cited in 3 answers
- 7
ruralnewsgroup.co.nz, news, cited in 3 answers - 8
youtube.com, social media, cited in 3 answers - 9farmersweekly.co.nz, news, cited in 2 answers
- 10greenpeace.org, advocacy groups, cited in 2 answers
- Party websites
- Government
- News
- Comparison sites
- Advocacy groups
- Businesses
- Social media
- Other
A website counts once per answer, however many times the answer used it. Counts come from the sources the scan attached to each answer: 26 of this voter's 28 answers have at least one. We assigned a publisher type by hand to every website in a top-ten list; any other website counts as Other.