Evidence · NZ Election 2026 · Edition 7

Every question and original answer

Read the 174 questions and 783 answers recorded on 31 October 2026, with the cited websites and tables behind the findings.

questions
174
answers saved
783
collected
31 October 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

    questions.csv

    One row per question, with its original wording.

    id, text, reference, enabled, axes, collectionSettings

  • Complete answers

    answers.csv

    One row per saved answer, including its original text.

    id, questionId, assistant, collectionSetting, askedFrom, text, words

  • Answers included in each comparison

    memberships.csv

    One row per answer and comparison, showing which results were counted together.

    comparisonId, answerId, rowKey, included

  • Party names found in answers

    codings.csv

    One row per answer, party and comparison, with the recorded decision and evidence.

    comparisonId, answerId, entityId, kind, measure, counted, quote, reason, evidence

  • Sources recorded with each answer

    sources.csv

    One row per answer, listing its cited websites, visible links and whether source information was available.

    answerId, capture, domains, urls, literalUrls, origin

  • Answers compared across editions

    pairs.csv

    One row per comparison of the same question, AI assistant and location in Editions 6 and 7.

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Checks across editions

    edition-checks.csv

    The selected checks and whether their statements appeared in each edition.

    checkId, claim, assistant, earlierAnswerId, answerId, earlierQuote, quote, trajectory, assessment, evidence

  • What the voting-guidance answers did

    behaviour-coding.csv

    One row per guidance answer, with the recorded behaviours and supporting passages.

    answerId, draft_id, platform, rationale, review_provenance, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction

  • Checks against official sources

    checks.csv

    One row per selected statement checked in an answer.

    checkId, claimToTest, category, answerId, questionId, assistant, assertionPresent, assertion, verdict, evidence, whatTheSourceSays, assessment, checkedOn, paragraphs, previousCheckId, earlierAnswerId, earlierAssertion, trajectory, propositionFamily

  • Statements selected for checking

    check-register.csv

    One row per selected check, with its reason and official source.

    checkId, claimToTest, category, whyChecked, primarySourceUrl, answerId

  • Research findings

    findings.csv

    One row per finding, with its figure and supporting records.

    id, value, denominator, statement, summary, evidence, caveat

  • What changed for each voter

    case-decisions.csv

    One row per voter situation, with the earlier and later readings.

    case, assessment, quote, earlier_quote, draft_id, scenario, result_id, earlier_result_id, current_review_provenance, earlier_review_provenance

  • Answers read in detail

    report-evidence.csv

    One row per answer included in the detailed research readings.

    key, answerId, interpretation, text

  • Party counts by edition

    party-count-tables.csv

    One row per comparison, edition, assistant and party, with its answer count and total.

    panel, edition, platform, party, numerator, denominator

  • Answer length by assistant

    platform-tables.csv

    One row per comparison, edition and assistant, with the recorded answer lengths.

    panel, edition, platform, answers, median_words, total_words

  • Location comparisons by edition

    regional-tables.csv

    One row per national-and-location comparison and edition.

    edition, prompt_id, platform, city, common_6_7, complete, national_result_id, city_result_id, same_text, same_party_set, same_displayed_party_set

  • Party counts by topic

    issue-tables.csv

    One row per topic and edition, counting all saved answers in that edition.

    issue, edition, answers, median_words, party_counts

  • Links visible in answers

    literal-source-evidence.csv

    One row per answer, with the web links present in its text.

    edition, result_id, literal_urls, literal_domains, associated_capture

  • Separate website reference totals

    aggregate-references.csv

    One row per website in the separate reference summary; these totals do not identify which answer used it.

    domain, citationCount, referenceCount, promptCount, urlTotal, trendTotal, platforms

  • Changes between repeated answers

    pair-metrics.csv

    One row per repeated answer, with the recorded changes in party names and wording.

    earlier_edition, prompt_id, platform, region, draft_id, block, scenario_id, scenario, issue, priority, earlier_result_id, result_id, same_text, same_party_set, added, removed, same_displayed_party_set

  • Statements and sentiment assessments

    claims.csv

    Saved sentiment assessments of statements about parties, with answer references and quotations from the original answers where available.

    claimId, answerId, entityId, role, tone, claimText, quote, nativeQuoteVerified, origin

  • Original saved statement assessments

    raw-native-claims.csv

    One row per saved statement, with its original wording and party assessments. These are automated results, not independently checked facts.

    quote, brands, stance, claimId, claimText, sourceResultId

  • Original saved source records

    raw-native-sources.csv

    Every saved source record, distinguishing citations from other references. The source rankings count citations only.

    answerId, url, domain, metadata, domainType, citationKind

  • Party-name context checks

    party-identity-decisions.csv

    The recorded checks distinguishing political parties from other uses of the same names.

    id, party, contexts, entityId, counted, reason, scope

  • Websites cited across editions

    source-reach-tables.csv

    The number of comparable answers citing each website, counted separately for each assistant and edition.

    edition, scope, assistant, domain, answers, totalAnswers

  • Sources by answer

    source-associations.csv

    One row per answer and website; repeated references to the same website count once.

    answer id, question id, assistant, domain, publisher

  • National and location answers

    place-pairs.csv

    One row per complete national-and-location pair in this edition.

    question id, assistant, place, national answer id, place answer id, national entities, place entities, same entities

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.

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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?

2026 New Zealand general election: Rural policy comparison

The main political divide in the 2026 election is over how New Zealand should balance farm productivity, environmental protection, biosecurity preparedness and investment in rural communities.

National, ACT and New Zealand First generally favour reducing regulatory constraints on farming and giving farmers greater operational freedom. Labour, the Greens and Te Pāti Māori place greater emphasis on environmental safeguards, public services and, to varying degrees, stronger government oversight.

There are also important differences within those groupings, particularly around rural healthcare, biosecurity and protection of productive farmland.

The comparison below focuses on the major parties and their published positions available as at 30 October 2026, rather than assuming that existing government policy is necessarily the same as a new election commitment.

1. Farming and agricultural policy

The central question: should government prioritise production and regulatory flexibility, or place stronger conditions on how farming affects land, water and climate?

Party General approach
National Production growth, export expansion, simpler regulations, improved access to water and fertiliser, and greater use of technology.
ACT Less government intervention, fewer compliance requirements and greater freedom for farmers to decide how to operate their land.
NZ First Supports farming as a central economic industry, reduced regulatory burdens and greater recognition of rural communities and primary producers.
Labour Supports a productive agricultural sector but places more emphasis on environmental standards, climate commitments and sustainable land management.
Greens Stronger environmental protections, sustainable farming, biodiversity, water quality and a transition towards more regenerative agricultural practices.
Te Pāti Māori Emphasises Māori landowners, whenua, freshwater, environmental guardianship and Māori economic development.
Opportunity Generally favours practical agricultural policy, while supporting environmental protections and restrictions on whole-farm conversions to permanent carbon forestry.

Several concrete differences stand out:

  • National: Wants to double the value of New Zealand exports by 2034. Its farming package includes national farming standards, improved water-storage access and up to $300 million in concessional lending for water-storage projects.
  • ACT: Supports removing barriers to ordinary farming activities and reducing regulatory requirements, including changes to freshwater consenting.
  • NZ First: Emphasises the economic importance of farming, rural communities and primary-sector exports.
  • Labour: Places greater weight on environmental accountability and maintaining climate-related obligations.
  • Greens: Advocate sustainability standards across food and fibre production, stronger freshwater protections and biodiversity investment.
  • Te Pāti Māori: Focuses on Māori authority over freshwater and the relationship between land, environmental health and Māori economic development.

An interesting cross-party issue is carbon forestry. Federated Farmers reports that Labour, the Greens and Opportunity support further restrictions on incentivising whole-farm conversions to permanent carbon forestry, while National has not committed to the same additional restriction.

Sources: Federated Farmers voter guide highlights party policy differencesWhat the parties are now offering rural votersElection policy tracker: what the parties are promising2026 Election Policy

2. Biosecurity: protecting farms, livestock and exports

Vet Rangitikei | Southern Rangitikei Veterinary Service (SRVS)

Biosecurity NZ Launches Operation In Auckland Following Fruit Fly Discovery

“We think in generations, not in quarterly reports.” | New Zealand Geographic

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Biosecurity is particularly important to New Zealand because an introduced pest or disease can threaten livestock, horticulture, forestry, native ecosystems and international market access.

There is more cross-party agreement here than on farming regulation.

A significant finding from the 2026 election campaign: Federated Farmers reports that all six parties responding to its questionnaire support coordinated pest control across public and private land.

Party Biosecurity-related direction
National Emphasises primary-sector protection, agricultural productivity, technology and practical pest management.
ACT Generally favours practical, industry-led approaches and reducing unnecessary regulatory barriers.
NZ First Supports protecting primary industries and the productive rural economy.
Labour Supports coordinated pest management and stronger environmental safeguards.
Greens Explicitly supports increased resources for invasive-species eradication and control of pests and weeds.
Opportunity Supports coordinated pest control and practical environmental management.
Te Pāti Māori Emphasises environmental protection, biodiversity and Māori guardianship of land and ecosystems.

One particularly important area of agreement is the need for pest control across both public conservation land and neighbouring private farms. Pests do not respect property boundaries, so coordination matters.

There are, however, some important distinctions:

  • The Greens have a particularly explicit commitment to increasing resources for invasive-species eradication and control.
  • National's broader agricultural approach emphasises productivity, technology and reducing regulatory friction.
  • The other parties' general support for pest control should not be confused with a fully costed commitment to increase border biosecurity funding.

What is not yet clear: The available party comparisons do not establish a comprehensive, comparable funding commitment from every party for MPI border inspections, early disease detection, surveillance, emergency responses and compensation for affected producers.

These are important questions to put to candidates, especially for dairy, sheep and beef, horticulture and forestry communities.

Sources: Federated Farmers voter guide highlights party policy differencesElection policy tracker: what the parties are promising2026 Election Manifesto2026 Election Q&A - Science

3. Access to services in rural New Zealand

Golden Bay Community Health

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Te Awamutu - PGG Wrightson Real Estate

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For rural communities, access to services means much more than the cost of visiting a doctor. It includes whether a GP is available locally, how far people must travel to hospital, whether there is reliable mobile coverage, and whether children can access local schools and transport.

The parties have different approaches.

Party Rural services and community access
National Additional training and recruitment support for rural clinicians, including emergency-care training and rural workforce support.
ACT Proposes additional rural police patrols, text-based access to emergency services where mobile coverage is unreliable, and expanded pharmacy services.
NZ First Emphasises rural communities, regional infrastructure and access to essential services.
Labour Three free GP visits annually, free prescriptions, a Family Doctor Loan Scheme and restoration of rural school buses.
Greens Emphasises stronger public services and improved access to healthcare, including for underserved communities.
Te Pāti Māori Emphasises equitable access to healthcare and essential services, including Māori-led and community-based approaches.
Opportunity Supports improving essential services and practical regional development, although specific rural service commitments need checking against its detailed policies.

The differences that matter most

Healthcare

  • National's rural workforce approach focuses on recruiting and training clinicians.
  • Labour's Medicard would provide three free GP visits annually, alongside free prescriptions from July 2027.
  • Labour also proposes loans to help doctors buy into owner-operated practices in communities with limited GP access.
  • ACT has proposed expanding pharmacy services.
  • The Greens and Te Pāti Māori emphasise wider access and strengthening public healthcare.

An important distinction is that cheaper healthcare does not necessarily mean a rural community will have a GP available locally.

Emergency services and policing

ACT has made specific proposals around rural police patrols and text-based emergency contact where mobile coverage is unreliable.

National has separately announced a plan to reset Fire and Emergency New Zealand, backing firefighters and restoring accountability.

Schools and transport

Labour has specifically committed to restoring rural school buses. Its wider transport policies also include cheaper public transport fares, although the benefit will depend on the availability of local services.

Regional infrastructure

National's economic approach emphasises infrastructure that supports production, including water storage, irrigation and regional economic growth. Other parties place varying emphasis on public infrastructure and access to essential services.

Sources: PF089: Rural and agricultural policy · AI election answersLabour's 2026 Election Policies2026 Election PolicyElection 2026

4. Where the biggest political differences lie

Here is a condensed comparison across the three issues.

Issue Main policy distinction
Farm regulation National, ACT and NZ First favour greater operational freedom; Labour and Greens favour stronger environmental conditions.
Farm productivity National places particular emphasis on increasing exports, production and water infrastructure.
Environmental protection Greens place the strongest emphasis on ecological safeguards and regenerative farming.
Pest control Broad agreement on coordinated pest control across public and private land.
Border biosecurity More detail is needed to compare actual funding and operational commitments.
Rural healthcare National emphasises workforce recruitment; Labour emphasises affordability and access; ACT includes pharmacy access.
Rural policing ACT has specific proposals for more rural patrols and alternative emergency contact.
Rural education Labour has a specific commitment to restoring rural school buses.
Māori land and freshwater Te Pāti Māori places particular emphasis on Māori authority, whenua and freshwater.

5. What rural voters should look for beyond election promises

There are five practical questions worth considering when assessing each party's policies.

  1. Who pays for biosecurity? Are there additional resources for border protection, surveillance, pest eradication and rapid disease responses?
  2. Who pays for environmental compliance? Will farmers face lower compliance costs, and what environmental safeguards will remain?
  3. Will rural healthcare actually improve? Are there commitments to more rural GPs, nurses, emergency services and after-hours care?
  4. Will rural infrastructure improve? What is promised for roads, mobile coverage, broadband, water storage and rural schools?
  5. Will productive farmland be protected? How will parties balance agricultural production, carbon forestry, biodiversity and freshwater protection?

These questions help distinguish between a general commitment to supporting rural New Zealand and policies that could produce measurable improvements.

6. Useful independent election resources

For a closer examination of the policies, these are particularly relevant:

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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 offer distinct approaches to the primary sector, managing biosecurity, and supporting rural communities. Following a parliamentary term heavily focused on rolling back or reforming environmental and regulatory settings for farmers, the major parties and blocs approach rural issues through different philosophical lenses.


1. Farming and Regulatory Environment

  • National, ACT, and New Zealand First (The Right/Centre-Right):
    • Generally advocate for easing regulatory burdens on farmers, lowering compliance costs, and supporting production-led growth.
    • They have focused heavily on shifting away from punitive agricultural emissions pricing (preferring alternative pathways or matching settings to trading partners), modifying freshwater rules to balance environment and economy, and restricting the conversion of productive hill-country sheep and beef farms into permanent carbon-offset exotic forestry.
    • ACT specifically emphasizes cutting red tape around land, water, and labor access (such as introducing a three-year rural workforce visa).
  • Labour, the Green Party, and Te Pāti Māori (The Centre-Left/Left):
    • Emphasize a stronger balance between agricultural productivity and environmental "bottom lines" (clean freshwater, climate change mitigation, and biodiversity protection).
    • The Green Party and Te Pāti Māori advocate for strict controls on intensive farming practices, faster implementation of pricing agricultural emissions, and reversing whole-farm conversions to carbon forestry that hollow out rural towns.
    • Labour supports targeted support for primary sector innovation and sustainable land-use changes, while utilizing broad tax structures (such as a capital gains tax that exempts family farms) to fund public services.

2. Biosecurity

  • Border and Domestic Defense:
    • Biosecurity funding is a core pillar of Vote Agriculture, Biosecurity, and Food Safety, reflecting the absolute reliance of New Zealand’s export-driven economy on keeping pests and diseases (such as Mycoplasma bovis or fruit flies) out.
  • Party Nuances:
    • Centre-Right parties (National, ACT, NZ First) lean into streamlining import health standards—such as backing technology like artificial intelligence tools to speed up plant import assessments and clear processing bottlenecks—to ensure growers aren't hamstrung by bureaucratic delays.
    • Greens and progressive minor parties place heavy emphasis on ecological protection, environmental resilience against climate-driven pests, and stringent animal welfare rules at the border and domestically (e.g., opposing live exports and pushing for higher farmed animal welfare standards).

3. Access to Services in Rural New Zealand

Rural connectivity, health, and local infrastructure are major flashpoints in the 2026 campaign, as provincial communities face demographic aging and shortages of professionals.

  • Primary Healthcare and GP Access:
    • Parties have put forward competing health packages that impact rural areas differently. For example, Labour’s primary health package features a Medicard providing three free GP visits a year and a Family Doctor Loan Scheme designed to help local doctors buy into or open practices in regional areas to combat rural health shortages.
    • ACT proposes broad funding boosts for General Practice (such as targeted funding to reward GPs staying longer or offering extra hours) to rebuild primary care access across remote and provincial towns.
  • Infrastructure, Connectivity, and Local Government:
    • Sector groups like Federated Farmers have lobbied intensely for fixing local government structures, ensuring reliable rural digital/telecommunications connectivity, and providing dedicated funding streams for local roading and disaster resilience (especially following severe weather events).
    • Right-leaning parties lean toward infrastructure funding directed at water storage, irrigation, and roading maintenance to support provincial economic output.
    • Left-leaning and minor parties prioritize broader regional investments tied to community-led transitions, public transport/fare support outside main centers, and local public service rebuilding.
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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?

According to an analysis and voter guide published by Federated Farmers and general policy tracking for the 2026 New Zealand general election, political parties diverge significantly on how they approach agricultural regulation, local government, environmental constraints, and rural support.

1. Farming and Land-Use Regulation

  • National, ACT, and New Zealand First (Right-Leaning/Centre-Right Bloc):

  • According to Federated Farmers, these parties support giving farmers the freedom to choose what they farm across regions without requiring specific resource consents, aligning with industry proposals for permitted activity standards.

  • They generally favor cutting compliance costs, scaling back heavy-handed freshwater and greenhouse gas regulations, and addressing the conversion of productive farmland into carbon forestry.

  • Labour, the Green Party, and The Opportunities Party (Labour and Left/Green Bloc):

  • As outlined by Federated Farmers, these parties do not support sweeping exemptions from resource consents for changing land use.

  • They place a stronger emphasis on mandatory agricultural emissions pricing, managing water quality limits, phasing out synthetic nitrogen fertilisers (notably supported by the Greens), and mitigating climate change impacts through tighter environmental guardrails.

2. Biosecurity and Conservation

  • General Consensus vs. Resourcing Approaches:

  • Major parties across the spectrum acknowledge the vital importance of strong biosecurity at New Zealand’s borders to protect primary industries from pests and diseases (such as Mycoplasma bovis or foot-and-mouth disease).

  • Green Party and Left-Leaning Parties:

  • Focus heavily on increasing border penalties for biosecurity breaches, scaling up funding for indigenous biodiversity protection, managing invasive species through structured conservation frameworks, and restricting certain intensive commercial practices that impact sensitive ecosystems.

  • National, ACT, and NZ First:

  • Tend to emphasize practical, industry-partnered biosecurity management and increasing public/recreational access to conservation lands (such as hunting and game management) while balancing economic impacts on landowners.

3. Access to Services and Local Government in Rural Communities

  • Local Government Reform:

  • National, ACT, and New Zealand First have voiced support for streamlining local governance structures (such as moving toward single-layer or simplified local government models) to reduce administrative overhead and compliance burdens on rural ratepayers.

  • Labour has generally opposed these structural local government overhauls, preferring collaborative regional frameworks.

  • Infrastructure, Health, and Connectivity:

  • Rural advocacy groups consistently point to disparities in regional health delivery, telecommunications (rural broadband), and roading maintenance.

  • National and ACT pitch regional growth through infrastructure investment tied to reducing red tape for primary producers.

  • Labour and the Greens emphasize public service funding guarantees, climate-resilient rural infrastructure, and regional job creation tied to environmental and ecosystem regeneration.

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