Evidence · NZ Election 2026 · Edition 8

Every question and original answer

Read the 174 questions and 789 answers recorded on 2 November 2026, with the cited websites and tables behind the findings.

questions
174
answers saved
789
collected
2 November 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, text, collectionSetting, askedFrom, capturedOn, cellCompletedAt, parameters, scanId, textOrigin, timingOrigin

  • 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

  • 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, quoteStart, quoteEnd

  • 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.

    claimId, claimText, quote, stance, platform, region, promptId, brands, sources, drivers, sourceResultId

  • Original party assessments

    all-native-party-associations.csv

    All original party assessments, including subject statements and passing comparisons.

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

  • Assessments excluded from the sentiment bars

    unanchored-subject-assessments.csv

    Original assessments without an exact supporting passage, retained for inspection.

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

  • 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

  • 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

  • Answer review coverage

    report-evidence.csv

    One row per saved answer, with its recorded review coverage and evidence references.

    key, answerId, interpretation, text

  • 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, reviewer, review_scope, fullAnswer, answerSha256, collectionSetting, additionalSources

  • 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, evidenceLinks

  • What the voting-guidance answers did

    behaviour-coding.csv

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

    edition, result_id, draft_id, platform, boundary, conditional, shortlist, elicitation, unconditional, evidence, rationale, reviewer, reviewed_on, review_scope, question_id, region, full_answer, answerId, questionId, assistant, collectionSetting, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction, calibration_note

  • What changed for each voter

    case-decisions.csv

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

    case, headline, previous_summary, current_summary, what_changed, what_stayed, previous_excerpts, current_excerpts, previous_answer_id, previous_full_answer, current_answer_id, current_full_answer, question_id, draft_id, reviewer, reviewed_on, review_scope, scope_limit, previous_party_ids, current_party_ids, party_set_changed

  • Answers compared across editions

    pairs.csv

    One row per comparison of the same question, AI assistant and location in Editions 7 and 8.

    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

  • Party counts by edition

    party-count-tables.csv

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

    edition, panel, assistant, entityId, named, eligible, sharePct

  • Party counts by topic

    issue-tables.csv

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

    edition, panel, assistant, issue, entityId, named, eligible, sharePct

  • Location comparisons by edition

    regional-tables.csv

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

    edition, panel, assistant, collectionSetting, entityId, named, eligible, sharePct

  • Websites cited across editions

    source-reach-tables.csv

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

    edition, panel, assistant, domain, answersCiting, eligible, sharePct, publisherType

  • Answer length by assistant

    platform-tables.csv

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

    edition, panel, assistant, answers, anyParliamentaryNamed, allSixParliamentaryNamed, someParliamentaryOmitted, omissionSharePct, allSevenNamed, noTrackedPartyNamed, meanDisplayedPartyCount, partyCounts

  • Changes between repeated answers

    pair-metrics.csv

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

    assistant, pairs, changedDisplayedPartySet, changedTrackedPartySet, changedSharePct, movements

  • Location comparison totals

    location-summary.csv

    Counts for the nationwide and local answers available on each date.

    edition, collectionSetting, pairs, changedDisplayedPartySet, sharePct

  • Location comparisons across editions

    location-pairs.csv

    The nationwide and local answer comparisons recorded on each date.

    edition, questionId, assistant, collectionSetting, nationalAnswerId, localAnswerId, nationalParties, localParties, addedLocally, absentLocally, changedDisplayedPartySet

  • Party-name context checks

    party-identity-decisions.csv

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

    answerId, entityId, counted, rationale, excerpts, review_basis, reviewer, reviewed_on, full_answer, questionId, draftId, assistant, collectionSetting, reviewedOn, answer_sha256

  • Sentiment counts by party

    tone-tables.csv

    Statement assessments by party and assistant, retaining the original sentiment categories.

    edition, panel, assistant, entityId, subjectAssessments, strong_positive, positive, neutral, hedged_mixed, negative, strong_negative

  • 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 key difference between New Zealand's political parties is how they balance farm profitability, environmental obligations, biosecurity protection and the viability of rural communities.

For rural voters, it is worth looking beyond headline farming policies. Biosecurity, rural healthcare, transport, education, telecommunications and local infrastructure can have just as much impact on whether a rural community remains viable.

The comparison below focuses on the three issues you asked about, distinguishing parties' policy approaches from the practical implications for farmers and rural residents.

1. Farming and agricultural policy

This is where the clearest ideological differences emerge.

Party General approach What it could mean for farmers
National Production, exports, investment and reducing regulatory barriers. More emphasis on farm productivity, water storage, irrigation, technology and consistent national farming rules.
ACT Deregulation, property rights and lower compliance costs. Greater freedom over land use, fewer environmental restrictions and easier access to agricultural inputs and workers.
New Zealand First Protecting the primary sector, regional industries and domestic production. Support for agricultural research, industry development, wool and arable sectors, and regional investment.
Labour Productive agriculture with stronger environmental and sustainability expectations. Greater emphasis on environmental accountability, research, innovation and protecting productive farmland.
Green Party Regenerative agriculture, biodiversity, climate action and sustainable land use. More environmental requirements, but opportunities for biodiversity funding, ecosystem restoration and sustainable farming.
Opportunity Innovation, economic productivity and infrastructure investment rather than extensive industry-specific subsidies. Emphasis on technology, energy security, infrastructure and reducing structural barriers to growth.
Te Pāti Māori Māori land ownership, food sovereignty and Māori-led agricultural development. Greater support for Māori agribusiness, whenua-based development and regenerative agriculture.

Sources: What the parties are now offering rural votersElection 2026: What's on Offer for Regional New Zealand?Election policy tracker: what the parties are promisingElection 2026: How Parties Would Lift the Arable Sector

Important differences in practice

National, ACT and New Zealand First are generally closer to the farming sector's calls for less regulation.

National's agricultural programme includes:

  • 19 proposed national farming standards to reduce differences between regional council rules.
  • Up to $300 million in concessional lending for water-storage projects.
  • Easier consenting for irrigation and water infrastructure.
  • An ambition to double the value of New Zealand's exports by 2034.

ACT goes further in its deregulatory approach, including removing Te Mana o te Wai requirements from resource consenting.

Labour, the Greens and Opportunity take a different position on some land-use questions. They do not support giving farmers unrestricted freedom to choose what they farm in every region without resource consent.

The Green Party places the greatest emphasis on environmental transformation, including agricultural sustainability standards and increased funding for biodiversity and invasive-species control.

One particularly important issue is whole-farm conversions to permanent carbon forestry. Federated Farmers' October 2026 comparison found that National was the only party among those assessed that had not committed to stopping incentives for whole-farm conversions. Labour, the Greens and Opportunity supported stopping them. This matters to farmers concerned about the loss of productive farmland and rural employment. Federated Farmers voter guide highlights party policy differencesWhat the parties are now offering rural votersElection 2026: What's on Offer for Regional New Zealand?

2. Biosecurity and pest management

Biosecurity is particularly important for New Zealand because an incursion can threaten entire agricultural industries, export markets and rural livelihoods.

There are two related but distinct issues:

  • Border biosecurity: preventing diseases, insects, weeds and other harmful organisms from entering New Zealand.
  • Domestic biosecurity: controlling pests, weeds and diseases that are already here, including protecting farms, forests and native ecosystems.

Where parties stand

Party Main emphasis
National Agricultural productivity, protecting primary-sector exports and practical pest management.
ACT Reducing regulatory obstacles and making agricultural inputs and pest-control products more accessible.
NZ First Protecting primary industries and supporting coordinated pest control and regional economic resilience.
Labour Balancing agricultural production with environmental protection and responsible pest management.
Greens Stronger investment in invasive-species eradication, biodiversity and ecosystem restoration.
Opportunity Economic resilience, innovation and infrastructure; fewer clearly specified biosecurity commitments.
Te Pāti Māori Protecting whenua, indigenous ecosystems, food sovereignty and Māori-led environmental stewardship.

An important finding from the Federated Farmers 2026 voter guide is that all six parties it surveyed agreed on the need for coordinated pest control across public and private land. They also agreed on the importance of practical, industry-led training for young farmers. Federated Farmers voter guide highlights party policy differencesElection policy tracker: what the parties are promising

The Greens have a particularly explicit commitment to increasing resources for invasive-species and weed control.

ACT's approach is more focused on reducing barriers to accessing proven agricultural products, which is relevant to growers dealing with pests and diseases developing resistance.

What remains unclear: The available election comparisons do not establish a sufficiently detailed, party-by-party commitment on border inspection resources, surveillance staffing, rapid-response funding or compensation for farmers affected by a serious incursion. Agreement on pest control should not be mistaken for agreement on how much funding or responsibility each party would provide.

For farmers, these are important questions to put to candidates.

3. Access to services in rural New Zealand

This issue affects farmers, agricultural workers, rural families, older people and people living in isolated communities.

The main challenge is that rural communities often have:

  • Fewer GPs and healthcare professionals.
  • Longer distances to hospitals and specialist services.
  • Limited public transport.
  • Fewer local education and training opportunities.
  • More difficulty accessing reliable internet and mobile coverage.
  • Greater dependence on local roads and freight networks.

Rural healthcare

The rural health issue received specific attention during the 2026 campaign.

Hauora Taiwhenua brought representatives from National, Labour, NZ First, the Greens, ACT and Opportunity together for a rural health political panel on 12 October.

The discussion covered:

  • Recruiting and retaining rural health professionals.
  • Rural training hubs.
  • Bringing more healthcare services closer to home.
  • Better use of technology and digital healthcare.
  • Involving rural communities in decisions about their health services.

The organisation's central message was that rural healthcare cannot simply operate on an urban service-delivery model. Election 2026

Here is how the broader party approaches differ:

Party Healthcare and rural service emphasis
National Improving healthcare access and capacity through its wider health programme.
ACT GP workforce retention and recruitment, including $400 million over four years to attract and retain GPs.
Labour Three free GP visits annually for everyone, free prescriptions and support for primary care.
Greens Increased overall health funding, with an emphasis on accessible and equitable services.
NZ First Prevention, healthier communities and changes to the delivery of healthcare.
Opportunity A ten-year health plan, increased health spending and greater emphasis on primary and community care.
Te Pāti Māori Māori-led health services, rebuilding the Māori Health Authority and improving access for underserved communities.

Election policy tracker: what the parties are promisingElection 2026

Roads, transport, education and local infrastructure

There are also significant differences in how parties approach regional investment.

  • National: Focuses on economic growth, freight infrastructure, road investment, regional development and enabling businesses to expand. It also points to its Regional Infrastructure Fund and export-growth programme.
  • ACT: Emphasises property rights, lower regulation, rural workforce access and improved rural policing.
  • NZ First: Places considerable emphasis on regional investment, including returning 50% of mining royalties to the regions where they are generated.
  • Labour: Emphasises household affordability, public transport and infrastructure investment. Its $20 weekly public transport fare cap is more directly relevant to communities with usable bus and rail services than isolated rural households.
  • Greens: Supports community-led rural development, mobile services, community hubs, accessible education and health services, and affordable public transport.
  • Opportunity: Emphasises infrastructure delivery, economic development and improved access to essential services.
  • Te Pāti Māori: Focuses on Māori-led regional development, papakāinga housing, community services and local energy ownership.

Election 2026: What's on Offer for Regional New Zealand?Election 2026: What's on Offer for Regional New Zealand?Where the parties stand on transport | The Chartered Institute of Logistics and TransportElection policy tracker: what the parties are promising

4. Where the biggest differences lie

The following is a useful summary of the political choices facing rural New Zealand.

Issue Parties tending towards this approach
Fewer farming regulations National, ACT, NZ First
More freedom over land use National, ACT, NZ First
Greater environmental requirements Greens, Labour
Protecting productive farmland from carbon forestry Labour, Greens, Opportunity
Increasing invasive pest-control investment Particularly Greens; cross-party support for coordinated control
Supporting Māori-owned farming and land development Te Pāti Māori
Increasing rural GP availability ACT, Labour, Opportunity through different approaches
Community-led rural services Greens, Te Pāti Māori
Regional economic and infrastructure investment National, NZ First, Opportunity

5. What rural voters should look at before voting

I would pay particular attention to six practical questions rather than simply which party says it supports farmers.

  1. Farm profitability: Which policies will actually reduce input costs, improve farm-gate returns and make it easier to invest?
  2. Environmental compliance: Will farmers face fewer rules, more consistent rules, or stronger environmental obligations?
  3. Biosecurity: Who will pay for surveillance, pest eradication and the response to a serious disease incursion?
  4. Rural healthcare: Will there be more doctors, nurses, maternity services and emergency care within reasonable travelling distance?
  5. Infrastructure: What commitments exist for rural roads, bridges, broadband, mobile coverage and reliable electricity?
  6. Rural employment and communities: Will policies encourage young people to remain in rural areas, support agricultural training and maintain local schools and services?

6. Useful independent election resources

These are particularly useful for checking the parties' actual commitments rather than relying on campaign advertising.

Overall assessment

There are three broad approaches emerging:

  • National, ACT and NZ First: Generally favour a more production-focused rural economy, with fewer regulatory restrictions and stronger emphasis on farming, regional industries and economic development.
  • Labour and the Greens: Place greater emphasis on environmental standards, sustainability and public services, although their approaches to agricultural regulation and rural investment differ.
  • Opportunity and Te Pāti Māori: Offer alternative approaches centred respectively on economic innovation and infrastructure, and Māori-led regional development, land ownership and community services.

One important qualification: rural health and biosecurity commitments need to be assessed by their actual funding, staffing and delivery arrangements, not just policy statements.

My view is that the most important test for rural New Zealand is whether a party can deliver both a profitable primary sector and thriving rural communities. A strong export economy is important, but it is not enough if rural communities cannot retain a GP, maintain their roads, attract young workers or respond quickly to a biosecurity threat.

The two votes also matter differently: your party vote determines each party's share of Parliament, while your electorate vote determines your local MP.


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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?

In the context of the 2026 New Zealand general election, political parties differ significantly in their approaches to primary industries, biosecurity protocols, and the delivery of critical public services in regional and rural communities.

The primary sector and rural advocates (such as Federated Farmers and Horticulture New Zealand) have shaped the debate around cutting compliance costs, technological access, and regional infrastructure.


1. Farming and Regulatory Policy

The debate over farming largely centers on balancing economic productivity with environmental standards (such as freshwater management and emissions).

  • National / ACT (Center-Right):
    • Deregulation and Cost Reduction: Focus heavily on cutting red tape, streamlining consents for on-farm water storage, and establishing national standards for farm practices (such as quarrying and micro-hydro generation on private land).
    • Emissions and Taxes: Emphasize keeping agriculture out of the Emissions Trading Scheme (ETS), avoiding new taxes on primary producers, and replacing parts of the Resource Management Act (RMA) to explicitly recognize food and fibre production as a national priority.
  • Labour / Green Party / The Opportunities Party (Centre-Left to Left):
    • Environmental Bottom Lines: Argue that economic productivity must go hand-in-hand with strict environmental protections. They emphasize protecting freshwater quality, supporting transitions to low-emission or regenerative farming practices, and addressing climate adaptation.
    • Input Access: While acknowledging constraints like long approval wait times for newer, safer agrichemicals, they generally advocate for regulatory frameworks that manage environmental risks rather than giving blanket exemptions to the primary sector.
  • New Zealand First:
    • Focuses heavily on practical support for land use, reliable water infrastructure, and backing traditional export-driven regional economies, often positioning itself as a staunch defender of traditional farming interests within government coalitions.

2. Biosecurity and Crop Protection

With biosecurity being critical to New Zealand's export-reliant economy, parties approach border defense and the approval of modern tools differently:

  • Border Protection and Funding: Parties across the spectrum—particularly New Zealand First and National—express strong support for strengthening border biosecurity systems to protect against high-risk pests and diseases (like foot-and-mouth or exotic fruit flies).
  • Agrichemicals and Approval Pathways: Industry groups like Horticulture NZ have pushed for faster regulatory approval pathways for modern crop protection tools. Center-right and market-oriented parties generally favor fast-tracking these approvals to maintain export competitiveness against international rivals, whereas left-leaning parties emphasize safety and environmental impact assessments alongside any streamlining.

3. Access to Services in Rural New Zealand

Access to healthcare, digital infrastructure, telecommunications, and transport networks in isolated or regional areas remains a core point of political divergence.

  • Healthcare and Workforce:
    • Right-of-center parties tend to emphasize economic incentives, funding boosts for general practice (GPs), and targeted regional workforce solutions to fix rural doctor shortages.
    • Left-leaning and Māori parties typically push for localized or community-led health solutions (such as mobile clinics, expanded telehealth, and enhanced rural paramedic services) alongside broader funding for public health infrastructure.
  • Regional Development and Infrastructure:
    • Regional growth initiatives—such as proposals to return a portion of mining or resource royalties directly back to the regions where they are extracted—are heavily championed by populist and regionalist parties (like NZ First) to ensure local councils have the capital to maintain core services.
    • Broader infrastructure debates center on connecting remote areas with reliable high-speed digital connectivity, maintaining resilient road and rail freight networks, and ensuring that rising energy costs do not disproportionately crush rural communities and greenhouse growers.

Would you like to explore the specific policy platform of a particular political party regarding regional development or environmental rules?

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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, analysis from agricultural groups like Federated Farmers and primary sector reporting from outlets like Rural News highlight key areas of consensus alongside stark ideological divides between political parties regarding farming, biosecurity, and rural support.


1. Farming and Land Use Regulation

  • National, ACT, and New Zealand First:

  • Position: These parties generally advocate for deregulation and increased freedom for primary producers. According to the Farmers Weekly analysis of Federated Farmers’ platform, the right-leaning bloc supports giving farmers the freedom to choose what they farm across regions without requiring resource consents, and they back proposed permitted activity standards to cut red tape.

  • National emphasizes replacing the Resource Management Act (RMA), writing food and fibre production into environmental legislation as a core goal, and supporting on-farm water storage and local catchment groups.

  • New Zealand First emphasizes traditional export sectors (farming, forestry, fishing, and mining) and reducing regulatory hostility toward land-based industries.

  • Labour, the Green Party, and the Opportunity Party (TOP):

  • Position: These parties maintain a stronger emphasis on environmental guardrails, climate obligations, and centralized regulatory oversight. Per Farmers Weekly, Labour, the Greens, and TOP do not support granting unconditional freedom to alter land use without resource consent, reflecting differing views on managing environmental externalities and freshwater/carbon limits.

  • Labour frames its approach around easing the "cost-of-farming crisis" via small-business and cash-flow support, while maintaining structured environmental guardrails.


2. Biosecurity and Pest Control

  • Cross-Party Consensus:
  • According to Farmers Weekly, there is notable alignment across major political parties regarding biosecurity and pest management.
  • All major parties support coordinated, cross-boundary pest control initiatives spanning both public conservation estate and private farmland, acknowledging pest and predator control as an escalating economic and ecological priority for the primary sector.
  • Differences emerge primarily in implementation and funding allocation rather than the core principle; parties on the right lean toward industry-partnership models and localized management, whereas parties on the left often tie biosecurity and pest initiatives into broader Department of Conservation and regional council biodiversity frameworks.

3. Access to Services and Rural Infrastructure

  • National and Regional-Focused Parties:

  • Position: Parties like National and New Zealand First focus on economic stability, productive infrastructure (roads, bridges, and local connectivity), and bolstering frontline rural health and wellbeing supports (such as backing Rural Support Trusts, Farmstrong, and the Rural Wellbeing Fund).

  • On structural governance, National, ACT, and NZ First have expressed support for local government reforms—such as streamlining regional and district layers—to reduce administrative overhead for rural ratepayers.

  • Labour and Progressive Parties:

  • Position: Labour highlights community-level resilience, regional economic development funding, and small-business support frameworks tailored to rural contractors and enterprises.

  • The Opportunity Party and the Greens advocate for long-term, cross-party infrastructure and health/education funding commitments to prevent rural service standards from fluctuating unpredictably with electoral cycles. Labour strongly opposes sweeping structural local government amalgamations favored by some right-leaning counterparts, arguing it risks distancing local decision-making from remote rural communities.


Shared Common Ground

As noted in industry evaluations, political parties generally agree on supporting practical, industry-led vocational training and apprenticeship pipelines to attract young people into the agricultural workforce, reflecting a unified recognition of the sector's demographic and labor challenges.

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