Evidence · NZ Election 2026 · Edition 2

Every question, every answer, every source

All 174 questions and the 793 answers produced on 12 October 2026. The 27 remaining cells produced no AI Overview.

questions
174
answers saved
793
collected
12 Oct 2026

01

Every question, with its answers

Each question was written as a voter would ask it and went to all four assistants. Some were also asked from a town. Open a question to read every answer to it in full.

Showing 20 of 174 questions

02

The tables behind the study

Every figure on the study page comes from these tables. They are CSV files, which open in any spreadsheet.

  • Questions

    nz-election-2026-questions.csv

    One row per unchanged question.

    id, draft, text, voterCode, issue, towns

  • Answers

    nz-election-2026-answers.csv

    One row per produced answer, with its complete original text.

    result id, prompt id, draft id, scenario id, platform, region, words, parties, literal url answer, associated source answer, temporal pair, common four platforms, response text

  • Sources by answer

    nz-election-2026-sources.csv

    One row per website associated with an answer; repeated citations count once.

    answer id, question id, assistant, region, domain, publisher

  • Checks against official sources

    nz-election-2026-checks.csv

    One row per reviewed proposition, retaining both answers, extracts and the reviewed change.

    check, draft id, platform, claim, verdict, assessment, source url, source label, source date, checked date, old result id, new result id, old excerpt, new excerpt

  • Who to vote for: coding

    nz-election-2026-guidance.csv

    One row per manually reviewed guidance answer. Codes overlap; original answers supply the evidence.

    draft, assistant, q, voter, a, declined, matched, shortlist, asked, chose, extract

  • Location and national answers

    nz-election-2026-towns.csv

    One row per matched national/location pair, with both editions.

    prompt id, draft id, scenario id, issue, platform, city, edition 1 same party set, edition 1 national result, edition 1 city result, edition 2 same party set, edition 2 national result, edition 2 city result

  • Changes between editions

    nz-election-2026-comparisons.csv

    One row per identical question, assistant and location across the two collections.

    prompt id, draft id, scenario id, scenario, issue, platform, region, old result id, new result id, old words, new words, same party set, old parties, new parties, added parties, removed parties, literal same domains, literal old domains, literal new domains, literal added domains, literal removed domains, associated same domains, associated old domains, associated new domains, associated added domains, associated removed domains

  • No AI Overview produced

    nz-election-2026-coverage.csv

    One row per planned cell where no AI Overview was produced.

    prompt id, platform, region, draft id, block, scenario id, scenario, issue, priority, question, cause, availability

Use these tables to trace findings back to the original questions and answers. The full text of each answer is also on this page, under its question.

03

Read in full and checked

Some answers were read in detail or checked against official sources. Those appear on the study page, beside the findings they support.

ChatGPT · No location

For the 2026 New Zealand general election: How do parties differ on farming, biosecurity and access to services in rural New Zealand?

New Zealand 2026 election: Farming, biosecurity and rural services

For the 2026 New Zealand general election, the key differences between parties are likely to centre on three questions: how much regulation farmers should face, how New Zealand should protect its primary industries from pests and diseases, and how reliably rural communities can access healthcare, education, transport and telecommunications.

It helps to distinguish established government policies and party records from promises made specifically for the 2026 election. The comparison below focuses on the main policy differences relevant to rural New Zealand, rather than recommending a party.

1. Farming and environmental rules

The central divide is between parties prioritising flexibility, productivity and lower compliance costs, and parties placing more emphasis on environmental limits, emissions reduction and changing farming practices.

National

Emphasises farm productivity, export growth, less compliance and greater flexibility in land use. Its government has pursued replacement of the Resource Management Act and changes to freshwater rules, including winter grazing and stock exclusion requirements. National is the Party of FarmersA more practical planning system for food and fibre production

Rural implication: relevant to farmers concerned about consenting costs, changing rules and the ability to adapt their land use.

ACT

Generally favours less regulation, stronger property rights, market-led solutions and limiting the costs imposed by climate policy. Its approach is relevant to farmers who want fewer government restrictions and more freedom over production decisions.

For the specific 2026 election, check ACT's current manifesto for the precise commitments and any proposed changes to agricultural emissions policy.

New Zealand First

Has advocated reducing regulatory burdens on productive land, supporting irrigation and water storage, and making freshwater management more workable for farmers. Its published policy has also supported catchment-level farm environment plans. 2023 Election PoliciesNZ First will not let Waikato farmers be buried by Plan Change 1

Rural implication: a focus on production, practical environmental management and infrastructure, while retaining some farm-planning requirements.

Labour

Its broad policy direction has combined agricultural export growth with environmental regulation and climate action. The key question for the 2026 election is exactly which freshwater, emissions and farm-compliance settings it proposes to restore, retain or change. Labour's 2026 Election PoliciesLabour's Fiscal Plan 2026

Green Party

Places greater emphasis on healthy waterways, biodiversity, climate action and sustainable food production. Its 2026 manifesto frames food and fibre policy around protecting nature and rural livelihoods, with particular concern about the environmental impacts of intensive farming. Manifesto 2026Complete Party Policy

Rural implication: greater attention to environmental outcomes and changes in production practices, alongside support for sustainable farming.

The practical distinction is not simply whether a party supports farmers. It is which costs and risks it prioritises: compliance costs and lost production opportunities, or environmental damage and the long-term resilience of land and water.

2. Biosecurity: protecting farms and exports

Biosecurity is especially important in New Zealand because animal diseases, plant pests and invasive species can damage farm productivity, restrict exports and threaten native ecosystems.

The parties' approaches are harder to separate neatly than their farming-regulation positions. Biosecurity requires border controls, surveillance, rapid responses and cooperation between government, landowners and industry.

Party or group Relevant emphasis
National-led government Has pursued operational preparedness and partnerships with primary industries, including bovine tuberculosis control, bird-flu planning, pest surveillance and wilding-pine control. Government approves new plan to eliminate bovine TBExercises to test our ability to manage foot and mouth diseaseGovernment boosts funding to tackle wilding pines
ACT and New Zealand First Their wider emphasis on regulatory efficiency and productive industries makes implementation costs, practical rules and avoiding unnecessary delays relevant questions to examine in their detailed biosecurity policies.
Labour Compare its specific commitments on border inspection, funding for Biosecurity New Zealand, surveillance, emergency responses and how response costs would be shared with industry.
Greens Consider its approach to invasive species alongside its wider commitments to native biodiversity, ecosystem restoration and environmental protection.

A concrete example of current policy is the government's bovine TB plan, which targets infected possums and aims to eliminate the disease by 2040. Another is the additional $79 million announced in May 2026 for wilding-conifer control over three years. Government approves new plan to eliminate bovine TBGovernment boosts funding to tackle wilding pines

For voters, the most useful questions are:

  • Who will pay for a major outbreak, including compensation for affected farmers?
  • Will funding support border controls, laboratory capacity, field surveillance and rapid eradication?
  • How will government coordinate with farmers, growers, Māori landowners and industry bodies?
  • How will the system balance faster approval of imported plant material with protection against new pests and diseases?

These are important tests of policy, but the available evidence does not establish a complete, directly comparable set of 2026 biosecurity pledges from every party.

3. Access to services in rural New Zealand

For rural households, the difference between a policy announcement and a service that is actually available locally can be substantial. Healthcare, school transport, rural broadband and mobile coverage, roads and emergency response are all relevant.

National

Has emphasised bringing more healthcare closer to rural patients. In 2026, the government reported progress on urgent and after-hours care across rural locations and investments to train and equip rural clinicians. All six rural pilot sites rolled outBacking our frontline rural health workforce

Its approach also includes infrastructure investment and a focus on controlling public spending. A key question is whether local staffing and service availability improve in practice.

ACT

Has announced specific rural proposals, including an Open Seat Rule to let rural children use spare seats on existing school buses where practical, additional rural police patrol hours, expanded pharmacist services and 24-hour prescription collection lockers. ACT New ZealandACT New Zealand

These proposals focus on making existing services more accessible and reducing regulatory barriers.

Labour

Its 2026 programme includes three free GP visits a year through a Medicard, free prescriptions and additional health funding. It also proposes a $20 weekly cap on bus and train fares, with implementation planned from July 2027. Labour's 2026 Election PoliciesLabour's Fiscal Plan 2026

The important rural question is how much these measures reduce the cost and difficulty of reaching a GP, obtaining medicines or travelling to specialist care. Cheaper public transport does not by itself create a bus service where none exists.

New Zealand First

Its September 2026 health announcement focuses on prevention, nutrition, reducing administrative burdens in general practice and giving GPs more professional autonomy. It also proposes support for agricultural innovation and rural producers. NZFirst Campaign Announcement: The Plan to “Make NZ Healthy”The Plan to “Make NZ Healthy”

For rural residents, the key issue is how its prevention-led approach translates into accessible primary care, adequate staffing and shorter journeys for treatment.

Green Party

Its wider policy programme emphasises community wellbeing, environmental protection, accessible public services and sustainable transport. It also publishes dedicated rural-community and health policies. Manifesto 2026Complete Party Policy

When examining its election commitments, look at the proposed funding and delivery arrangements for rural health, housing, transport and community infrastructure, rather than assuming that national service commitments will automatically reach remote areas.

4. Comparing the main policy differences

Issue Main difference to examine
Farm regulation National and ACT emphasise regulatory simplification; NZ First also stresses productive land use and practical rules. Labour and the Greens need to be compared on their specific environmental and compliance commitments.
Freshwater and climate ACT explicitly opposes agricultural emissions pricing and favours property rights and clearer national standards. The Greens place greater emphasis on environmental protection and reducing farming's ecological impact. ACT New ZealandManifesto 2026
Biosecurity Look at funding, border protection, outbreak response, farmer compensation and how responsibilities are divided between government and industry.
Rural healthcare Compare direct funding and local workforce commitments with measures that reduce costs, expand pharmacists' roles or focus on prevention.
Rural transport and connectivity ACT has specific school-bus proposals. Labour's fare cap affects eligible public transport costs, while actual rural coverage, road access and mobile connectivity require separate commitments.
Rural economic resilience Compare support for farm productivity and exports with investment in environmental resilience, community services and diversification of regional economies.

5. What to check before the election

The New Zealand general election is scheduled for 7 November 2026. New Zealand election scheduled for Nov. 7 with the costs of living and housing the top issues Since party policies and coalition negotiations can change, check the latest official commitments before relying on older policy documents.

These are useful starting points:

For any party, three particularly useful questions are:

  1. Farming: What will change in the rules, and what will it cost farmers to comply?
  2. Biosecurity: Who funds the response if a serious disease or pest threatens farms and exports?
  3. Rural services: What will actually be available closer to home, by when, and with what funding?

The key takeaway: farming policy is principally a debate about productivity, regulation and environmental limits; biosecurity is about preparedness, protection and sharing costs; and rural services are about whether national promises translate into accessible services for people living far from major centres. Those are related issues, but a party's position on one does not automatically tell you its position on the others.

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For the 2026 New Zealand general election: How do parties differ on farming, biosecurity and access to services in rural New Zealand?

For the 2026 New Zealand general election, political parties differ significantly in their approaches to the primary sector, environmental regulations, biosecurity protections, and the delivery of infrastructure and services in rural communities.


1. Farming and Environmental Regulations

  • National, ACT, and New Zealand First: These parties emphasize deregulation, reducing compliance costs, and boosting primary sector export value. National and its allies champion policies that "allow farmers to farm," which include removing agriculture from the Emissions Trading Scheme (ETS), replacing prescriptive resource management laws (RMA) with frameworks explicitly recognizing food and fibre production, and promoting on-farm water storage and irrigation. NZ First similarly highlights property rights, water security, and practicality in land use.
  • Labour, Green Party, and The Opportunity Party (TOP): While acknowledging the economic importance of farming, these parties focus heavily on environmental bottom lines, freshwater health, and climate accountability. Labour supports balancing productivity with clean water and streamlined rules for agricultural chemicals, while the Greens advocate for regenerative farming practices, strict freshwater protections, and financial support for sustainable transitions.
  • Animal Justice Party: Representing a more radical divergence, they propose a phased transition away from animal agriculture entirely towards a plant-based economy, banning intensive farming practices (such as feedlots and winter grazing).

2. Biosecurity

  • Mainstream Parties (National, Labour, NZ First, ACT): There is broad cross-party recognition of biosecurity as critical to protecting New Zealand's export-driven economy against pests and diseases (such as Mycoplasma bovis or fruit flies). Center-right parties generally focus on border protection infrastructure, strict enforcement, and heavier penalties for biosecurity offenses alongside streamlining safe agrichemical approvals to maintain competitiveness.
  • Minor Parties: Parties like the Greens tie biosecurity closely to ecosystem resilience and climate-ready biosecurity surveillance, ensuring that border and environmental protection measures align with indigenous biodiversity goals.

3. Access to Services in Rural New Zealand

  • Regional Development and Infrastructure: Parties like New Zealand First strongly advocate for regional development models, such as returning a share of resource/mining royalties directly back to the regions where they are extracted to fund local infrastructure. National emphasizes physical connectivity (roads, digital infrastructure/broadband, and local transport networks) as essential to reducing isolation and supporting rural business supply chains.
  • Health and Social Services: Rural health access, GP shortages, and local school resourcing remain major points of debate. Center-right parties frame rural service delivery around broader economic management, frontline public service investment, and targeted workforce incentives. Conversely, parties like the Greens and Labour focus heavily on equitable public health, localized community wellbeing, and ensuring regional healthcare networks and mental health support (such as funding for rural support trusts and community health initiatives) are adequately resourced to handle geographic isolation and climate-related weather stress.

Would you like to explore a specific party's detailed policy manifesto regarding one of these rural sectors?

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For the 2026 New Zealand general election: How do parties differ on farming, biosecurity and access to services in rural New Zealand?

Ahead of the 2026 New Zealand general election, political parties have outlined distinct approaches to primary production, environmental regulation, biosecurity, and regional service delivery. The primary sector and rural communities remain a critical focus for economic export targets and regional wellbeing.

Farming and Environmental Regulation

Parties hold contrasting views on how to balance farm profitability, land use, and environmental obligations:

  • ACT and National (Coalition Government parties) emphasize reducing red tape and regulatory burdens on farmers. National highlights keeping agriculture out of the Emissions Trading Scheme (ETS), supporting farm profitability, and introducing low-cost loan schemes to boost on-farm water storage. ACT focuses on streamlining freshwater farm plans to be more risk-based and practical, removing redundant mapping requirements, and ensuring regulatory certainty.
  • Labour proposes a balanced approach focused on supporting farm viability while managing carbon-farming conversions. Labour has campaigned to curb wholesale farm-to-forestry conversions via an urgent review of the ETS to disincentivise planting pine purely for carbon credits.
  • The Green Party advocates for a transition toward regenerative farming and sustainable land use. According to the Green Party Manifesto, they support pricing agricultural emissions under the ETS and removing forestry offsets from the scheme to fix market distortions, prioritizing long-term environmental health over intensive practices.
  • New Zealand First emphasizes balancing practical environmental frameworks (such as freshwater management) with community and grower needs, ensuring that regulatory settings support domestic food production and land-use flexibility. [NZKGI]

Biosecurity and Workforce

  • ACT, National, and New Zealand First emphasize practical, risk-based biosecurity tools, protecting access to essential agrichemicals, and addressing workforce shortages. New Zealand First specifically supports reforming immigration settings, such as the Recognised Seasonal Employer (RSE) scheme, to address regional labor gaps alongside domestic training.
  • The Green Party and Labour tie biosecurity and resilience to broader climate and environmental health, emphasizing sustainable inputs and local supply chain security. [Green Party of Aotearoa New Zealand]

Access to Services and Rural Infrastructure

  • National and New Zealand First focus on regional infrastructure development through mechanisms like the Regional Infrastructure Fund (RIF), investing in local water storage, flood protection, and regional connectivity. [Rural News Group]
  • Labour has targeted the cost-of-living and regional access crisis in its policy announcements by promising to restore rural school bus routes, supporting local GP retention through the Family Doctor Loan Scheme, and providing targeted free primary healthcare visits to ease rural isolation and health costs.
  • The Green Party focuses on community resilience, funding local adaptation to extreme weather, and ensuring that rural job creation aligns with ecological protection and localized food security. [Green Party of Aotearoa New Zealand]
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