Evidence · NZ Election 2026 · Edition 4

Every question, every answer, every source

All 174 questions and the 776 answers produced on 19 October 2026. For the other 44 planned combinations, Google produced no AI Overview or AI Mode answer.

questions
174
answers saved
776
collected
19 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, unchanged since 5 October.

    id, text, reference, axes, collectionSettings, enabled

  • Answers

    answers.csv

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

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

  • Sources by answer

    source-associations.csv

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

    answer id, question id, assistant, domain, publisher

  • Checks against official sources

    checks.csv

    One row per selected statement and assistant, including those where the statement was not made.

    checkId, claimToTest, category, answerId, questionId, assistant, assertionPresent, assertion, paragraphs, verdict, evidence, whatTheSourceSays, checkedOn, assessment

  • Who to vote for: what each answer did

    behaviour-coding.csv

    One row per voting-guidance answer read in full, with each behaviour marked. Behaviours overlap; the original answers supply the evidence.

    prompt_id, draft_id, platform, region, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction, excerpts, rationale, reviewer, reviewed_on, answerId

  • Location and national answers

    place-pairs.csv

    One row per national and location pair in this edition.

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

  • Changes between editions

    party-change-tables.csv

    One row per answer and earlier edition, with the parties named then and now.

    earlier_edition, earlier_result_id, current_result_id, prompt_id, platform, region, draft_id, block, scenario_id, scenario, issue, priority, same_text, same_party_set, earlier_parties, current_parties, added, removed

  • Changes across editions

    trajectory-tables.csv

    One row per pair of editions, with how many of the same 776 answers changed their party line-up.

    earlier_edition, current_edition, denominator, changed_all17, changed_seven

  • Party counts by edition

    party-count-tables.csv

    One row per comparison, edition, assistant and party, with the answers naming the party.

    panel, edition, platform, entity_id, party, numerator, denominator

  • Parties entering and leaving answers

    party-mention-flows.csv

    One row per party and assistant: answers that gained, lost or kept the party since 16 October.

    entity_id, platform, denominator, earlier, current, gained, lost, retained

  • Parties named by issue

    topic-presence-tables.csv

    One row per issue and party, with the answers naming the party.

    issue, entity_id, numerator, denominator

  • Location comparisons by edition

    regional-tables.csv

    One row per national and location pair, comparison and edition.

    panel, edition, prompt_id, platform, region, draft_id, block, scenario_id, scenario, issue, priority, complete, national_result_id, location_result_id, same_party_set

  • Answer length by assistant

    platform-tables.csv

    One row per comparison, edition and assistant, with answer length and the answers naming all six parties in Parliament.

    panel, edition, platform, answers, median_words, all_six_parliamentary

  • Voting guidance changes between editions

    guidance-change-tables.csv

    One row per voting-guidance answer and behaviour, on 16 and 19 October.

    draft_id, platform, measure, earlier_result_id, result_id, earlier, current, changed

  • What changed for each voter

    case-assessments.csv

    One row per voter: what changed in the answer to their main question.

    case, transition, earlier_quote, quote, assessment

  • Statements selected for checking

    check-register.csv

    One row per statement selected for checking, with why it was chosen and its primary source.

    checkId, claimToTest, category, whyChecked, primarySourceUrl, answerId

  • Answers paired with Edition 3

    pairs.csv

    One row per answer, with the 16 October answer to the same question, assistant and location.

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Source capture by answer

    sources.csv

    One row per answer, with whether its sources were captured and the websites recorded.

    answerId, capture, domains, urls, literalUrls, scope

  • Websites by reach

    source-reach-tables.csv

    One row per website, with the answers associated with it.

    domain, answers, denominator

  • Websites by issue

    topic-source-tables.csv

    One row per issue and website, with the answers associated with it.

    issue, domain, answers, denominator

  • Party matches reviewed in context

    party-identity-decisions.csv

    One row per possible party match read in context, with whether it counted and why.

    result_id, party, include, state, reason, reviewer, reviewed_on, review_basis, contexts

  • Parties found in each answer

    codings.csv

    One row per answer, party and comparison, with whether the party counted and the passage that shows it.

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

  • Comparisons each answer is in

    memberships.csv

    One row per answer and comparison.

    comparisonId, answerId, rowKey, included

  • Claims Onsomble recorded

    raw-native-claims.csv

    One row per claim, with the parties it is about and its stance on each.

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

  • Answers read in full

    semantic-review-ledger.csv

    One row per answer and question a reviewer read in full, with the decision and the passage.

    result_id, dimension, state, decision, rationale, excerpt, reviewer, reviewed_on

  • Passages quoted in the analysis

    report-evidence.csv

    One row per answer passage the analysis quotes, with its reading.

    key, answerId, interpretation, text

  • Analysis findings

    findings.csv

    One row per finding in the analysis, with its figure and the table it comes from.

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

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

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. Which parties have specific plans for healthcare access in smaller towns and rural communities?

New Zealand 2026 election: Which parties have plans for healthcare in small towns and rural communities?

If you live and work in a small New Zealand town, the issues you describe are important to consider when comparing parties: getting healthcare closer to home, reducing long-distance travel for appointments, attracting and retaining local health professionals, and improving access to jobs and essential services.

You don't need to be a farmer for rural healthcare policy to matter to you. Small-town workers, families, older people, and people who live far from major hospitals can all be affected by shortages of doctors, nurses, dentists, and other health professionals.

For the 2026 general election, it's worth distinguishing between:

  • Specific commitments: policies that identify a service, workforce initiative, funding measure, or delivery target.
  • Broader promises: commitments to improve healthcare without explaining how access in smaller communities will change.
  • Existing policies and delivery records: what a party has already introduced or supported, which is relevant but not necessarily a promise for the next term.

I'll focus on the New Zealand-wide picture rather than assuming you live in a particular town. I'll also distinguish announced election commitments from existing policies, since those are not the same thing.

1. Parties with specific plans relevant to smaller communities

Several parties have published healthcare policies for the 2026 election. The clearest comparisons for your circumstances concern local workforce capacity, the cost of seeing a doctor, and whether you can get care without travelling long distances.

National Party — rural workforce and urgent care

National has announced specific investments aimed at getting more healthcare delivered locally.

Its rural health workforce package includes:

  • $2.5 million-plus for rural ultrasound training and support, intended to reach at least 140 rural doctors and nurses over three years.
  • Expanded emergency training: additional funding for Primary Response in Medical Emergencies (PRIME) training, supporting around 150 more rural clinicians over two years.
  • $6 million for rural recruitment and locum support, extending recruitment assistance to registered nurses and allied health professionals as well as doctors and nurse practitioners. Source: National Party, 30 July 2026. national.org.nz

Why it matters to you: These measures target the shortage of health professionals and the ability to treat patients in smaller communities. Better local urgent care could mean fewer journeys to larger centres for some problems.

What to check: How will these initiatives translate into more regular GP appointments, local diagnostic services, and access to specialists? The announced training and recruitment measures do not, by themselves, guarantee a permanent doctor or a broader range of services in every small town.

Labour Party — reducing the cost of primary healthcare

Labour's published 2026 election policies include:

  • Three free doctor's visits a year for everyone, through a proposed Medicard.
  • Free prescriptions, removing the $5 prescription fee from 1 July 2027.
  • Free maternity scans throughout New Zealand from July 2028.
  • A job guarantee for eligible New Zealand-trained graduate nurses, with qualifying graduates offered health-system jobs of at least 0.8 full-time equivalent from 2027. Source: Labour's 2026 election policies. labour.org.nz

Why it matters to you: Free GP visits could reduce the cost of getting medical advice, while the graduate nurse guarantee is intended to improve employment opportunities in the health workforce.

However, making a consultation free does not necessarily make it available locally. For your situation, it is worth checking how Labour intends to ensure that small-town practices have enough staff to offer appointments, and how its workforce policies would benefit rural communities specifically.

Green Party — mobile clinics, telehealth and travel assistance

The Green Party's health policy contains several proposals directly relevant to people who live far from healthcare services.

These include:

Why it matters to you: The mobile-clinic and telehealth proposals address the geographical barriers you describe, while transport and accommodation support addresses the expense of travelling for care.

These are policy proposals, rather than guarantees that a mobile clinic or travel subsidy would be available in your community. The details of eligibility, funding and rollout matter.

Opportunity Party — long-term primary-care funding

The Opportunity Party's September 2026 Healthy People policy proposes:

  • A 10-year health plan designed to provide more stable funding and workforce planning across changes of government.
  • Gradually raising total health-system operational funding to 9% of GDP over ten years.
  • Increasing primary and community care from 5.7% to 10% of Health New Zealand's spending, on a staged path.
  • Expanding the frontline workforce through training, recruitment and wider practice teams, including nurses, pharmacists, paramedics and mental health workers. Source: Opportunity Party, Healthy People, September 2026. cdn.opportunity.org.nz

Why it matters to you: More investment in primary care could help address staffing and appointment shortages before people need hospital treatment.

The proposal is a system-wide funding plan, however, rather than a specific guarantee of new services in smaller towns. Its effect would depend on how the funding and workforce expansion were distributed.

ACT — expanding the role of pharmacies and other providers

ACT's health policy emphasises expanding healthcare options and making greater use of existing resources.

Its published priorities include:

  • Allowing pharmacies to provide more everyday healthcare.
  • Increasing opportunities for public, private and community providers to work together.
  • Reducing waiting times and improving access to medicines. Source: ACT's health policy. act.org.nz

Why it matters to you: If your town has a pharmacy but limited access to other clinicians, expanding the services pharmacies can provide could offer another way to receive some kinds of care locally.

The key question is which services would be available, whether they would be subsidised, and whether your local pharmacy would have the staff and resources to provide them. ACT's general health policy is not itself a guarantee of additional services in every small town.

New Zealand First — prevention and support for general practice

New Zealand First's September 2026 Make NZ Healthy announcement focuses on preventing illness and changing how primary care operates.

Its published commitments include:

  • Reducing administrative burdens on general practitioners and restoring professional autonomy.
  • Supporting GPs by bringing health coaches into primary care.
  • Giving greater priority to preventing chronic illness and investigating nutritional interventions. Source: New Zealand First, 20 September 2026. nzfirst.nz

Why it matters to you: Supporting GPs and introducing health coaches could affect how local practices manage patients and chronic conditions.

However, the announcement does not establish a specific commitment to opening more rural practices, providing transport assistance or guaranteeing local access to particular services. Those are worth asking about.

Te Pāti Māori — Māori-led and community-based healthcare

Te Pāti Māori's published health policy commits to:

  • Rebuilding and strengthening Māori-led health services.
  • Emphasising prevention and whānau wellbeing rather than responding only when people become seriously ill.
  • Making services accessible, culturally safe and accountable to Māori communities. Source: Te Pāti Māori health policy. maoriparty.org.nz

Why it matters to you: Its emphasis on community-led healthcare is relevant to access in communities that are not well served by mainstream services. The specific relevance to your family would depend on the services proposed for your community and how they would be delivered.

The published summary is broad, so it is worth examining the full policy for specific commitments on rural staffing, local clinics, travel costs and service availability.

2. How the parties compare on the problems you described

Here is a practical comparison based on the published policies above.

Your concern Relevant party policies What to investigate further
Long drives to see a doctor Greens: mobile clinics and telehealth. Labour: three free GP visits a year. Whether local appointments would actually become more available.
Expensive trips to specialists Greens: proposed transport and accommodation support. Whether assistance would cover your family's circumstances and travel costs.
Too few local doctors and nurses National: rural recruitment and training investments. Labour: graduate nurse job guarantee. Opportunity: increased primary-care funding. How many additional clinicians would work in smaller communities.
Limited urgent-care services National: rural ultrasound and emergency-response training. Which services would be available locally, and when patients would still need transferring.
Limited options outside GP practices ACT: expanded pharmacy services. New Zealand First: health coaches supporting GPs. Which additional services would be available and whether they would be affordable.
Long-term stability of healthcare Opportunity: proposed 10-year health plan and increased primary-care funding. How the plan would allocate funding to smaller towns.
Broader access to publicly funded care Greens: universal, free and accessible healthcare. Labour: free GP visits and prescriptions. Which services would be covered, and how access would be improved in practice.

These are different approaches rather than a ranking. The proposals also vary in their specificity, and an announced investment should not be treated as proof that a service has already improved. Sources: National, Labour, Greens, Opportunity, ACT, and New Zealand First.

3. One particularly useful resource for rural voters

I recommend reading the Hauora Taiwhenua Rural Health Election Manifesto 2026.

Hauora Taiwhenua is a national rural health network, not a political party. Its manifesto identifies six areas it wants every party to address:

  1. Giving rural communities a meaningful voice in healthcare decisions.
  2. Growing and retaining the rural health workforce.
  3. Recognising the broad clinical skills rural health professionals need.
  4. Funding the higher costs of delivering healthcare in rural areas.
  5. Investing in digital healthcare for rural communities.
  6. Supporting rural health research and training.

It also calls for a national framework setting out which healthcare services rural communities should be able to access close to home, and a fairer travel assistance scheme for people who need specialist services elsewhere. ruralhealthelectionmanifesto26.zohosites.com.au

The manifesto notes that an estimated 130 additional GPs are needed to support safe patient-to-doctor ratios in rural communities. It argues that improving access requires both a sustainable workforce and appropriate funding for rural services. ruralhealthelectionmanifesto26.zohosites.com.au

You can use these six priorities as a checklist when evaluating party promises, regardless of whether you live in a farming district or a small town whose residents commute or travel for work.

4. What about local jobs and other services?

You mentioned limited local employment as well as healthcare. These issues can overlap: having to travel for medical care may mean taking time off work, paying for fuel and arranging childcare.

However, healthcare policy alone will not resolve limited employment opportunities or poor transport connections. When comparing parties, it is worth examining their regional economic development, transport, vocational training and public-service policies alongside their health policies.

You may also want to distinguish between promises to create jobs nationally and commitments to support employment in smaller towns.

5. Questions to ask before deciding how to vote

The following questions can help you test whether a party's policies would make a tangible difference to your family's circumstances:

  • Local access: Will we have more GP appointments and diagnostic services within a reasonable drive?
  • Travel costs: Will financial assistance cover the cost of travelling to specialist appointments?
  • Workforce: What specific measures will attract and retain doctors, nurses and other health professionals in smaller towns?
  • Affordability: Which appointments, medicines and other services will become cheaper or free?
  • Accountability: How will the government measure whether healthcare access in small towns has actually improved?

The last question is particularly important. A useful commitment should ideally specify what will change, when it will happen, how it will be funded and how progress will be measured.

My suggested next step

For the concerns you have described, I would concentrate your comparison on three areas: local healthcare availability, the cost of travelling for treatment, and the availability of jobs and essential services in smaller communities.

The published policies provide several different approaches to examine, but their practical effects will depend on funding, implementation and the services available in your area.

You can also use Policy.nz's 2026 election guide to compare health policies across parties and explore their wider positions.

Ultimately, the question is not simply which party promises to spend more on healthcare. It is which proposals would change the services your family can access, the distance you need to travel and the financial burden of getting care.

Ask anything

ChatGPT can make mistakes. Check important info.

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Gemini · No location

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. Which parties have specific plans for healthcare access in smaller towns and rural communities?

For voters living in smaller towns and rural communities, healthcare access—particularly GP shortages, distance to services, and regional workforce recruitment—is a central issue in the 2026 general election.

Different political parties approach these challenges through varying models of primary care funding, workforce incentives, and regional delivery:


Labour Party

  • Primary Care Access: Labour’s flagship 2026 health policy introduces the "Medicard," which provides three free general practitioner (GP) consultations per year for every New Zealander entitled to publicly funded healthcare.
  • Targeted Rural/Provincial Support: To combat workforce shortages that disproportionately affect smaller towns, Labour has proposed the "Family Doctor Loan Scheme," intended to support doctors entering practice ownership and help build primary care capacity in areas that struggle with recruitment.

The Green Party

  • Universal Access: The Greens advocate for an expansion of public healthcare that goes further by offering unlimited free GP visits and free dental care for everyone, prioritizing community care clinics in the highest-need areas first.
  • Funding Model: They propose funding these expansions through a wealth tax, arguing that strengthening the public system directly benefits underserved regions rather than relying on private outsourcing.

Te Pāti Māori

  • Targeted Support: Te Pāti Māori focuses on equity for high-need and rural whānau, supporting free primary care and dental care for anyone earning under $60,000.
  • Māori Health Card: They advocate for a Māori Health Card that attaches funding directly to the patient to improve flexibility, alongside the re-establishment of a dedicated Māori health authority structure to better resource localized and iwi-led community health services.

National Party / Government

  • Capacity and Infrastructure: Rather than universal free visits (which they argue disproportionately benefit higher-income earners), National’s approach centers on direct investment in primary care capacity and expanding regional health infrastructure.
  • Service Delivery: Their strategy leans on funding boosts for frontline services, addressing surgical waitlists through regional and private-public contracting options, and targeted funding directed via Health NZ to stabilize core health delivery.

ACT Party

  • System Restructuring: ACT advocates for a fundamental shift where the government acts as a "purchaser rather than provider" of health services.
  • Private Involvement: They support expanding private sector involvement and market-driven models (such as health savings incentives) to alleviate pressure on the public system, arguing that decentralizing health administration allows for more flexible local solutions.

New Zealand First

  • Public Resourcing: NZ First places a heavy emphasis on core public health system delivery, focusing on major waitlist reduction funds and regional service accessibility. Their policy approach targets administrative bloat in health restructuring to redirect resources back to frontline regional and provincial workforces.

Key Takeaways for Rural and Small-Town Voters

When evaluating these options against your situation—where long travel distances and limited local providers are daily hurdles—parties generally split into two philosophies:

  1. Cost-reduction and workforce-incentive models (like Labour's doctor-ownership loans and universal visit subsidies) aimed at keeping local clinics viable.
  2. Structural and market-driven reforms (favored by National, ACT, and NZ First) focusing on funding flows, waitlist management, and public-private capacity.

Are there specific aspects of local healthcare—such as after-hours care, access to specialists, or mental health services—that are most critical for your family's decision?

Ask Gemini

Gemini is AI and can make mistakes.

Captured 19 October 2026 · shown as Gemini gave it, not a verified account

Google AI Mode · No location

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. Which parties have specific plans for healthcare access in smaller towns and rural communities?

In the lead-up to the 2026 New Zealand General Election , regional and rural healthcare access has been a prominent issue, with sector groups like the Hauora Taiwhenua Rural Health Network actively pressing political parties on workforce shortages, funding models, and digital/telehealth infrastructure.

Different political parties approach the challenges of regional and smaller-town healthcare through distinct policy lenses:

  • New Zealand Labour Party

  • Specific Policies: Announced the Family Doctor Loan Scheme , which provides low-interest, targeted loans (interest-free for the first two years, capped at $500,000) to help doctors and health practitioners set up or buy into local, owner-operated general practices. This is specifically directed toward communities that lack a local GP clinic or where books are closed.

  • Broader Context: They have also paired this with universal policies like three free GP visits per year and free prescriptions, though health sector commentators have questioned how free visits will translate to areas struggling with acute recruitment.

  • New Zealand National Party (Incumbents / Coalition Leadership)

  • Specific Policies: Relying on Health New Zealand (Te Whatu Ora) deployment strategies and digital/infrastructure development to address remote primary care targets. Represented by figures like Associate Minister of Health Matt Doocey, the government approach emphasizes working directly with areas failing to meet primary care access timeframes and examining digital/telehealth infrastructure gaps on a case-by-case basis. [NZDoctor]

  • ACT New Zealand

  • Specific Policies: Focused heavily on broader workforce expansion rather than geographic mandates alone. ACT announced a $400 million package over four years aimed at retaining existing doctors, recruiting from overseas, and incentivizing more appointments. On rural digital connectivity—vital for remote healthcare—ACT has pointed toward leveraging expanding satellite technology frameworks.

  • Green Party of Aotearoa New Zealand

  • Specific Policies: Their platform emphasizes strengthening public health delivery by focusing on primary care staffing, pay parity for nurses and hauora providers, and expanding mobile healthcare, mental health, and dental services into rural and regional zones.

If you are looking to weigh these options against the specific concerns of your town (such as clinic availability or travel distances), you can review comprehensive breakdowns of party manifestos on platforms like Policy.nz or check sector-specific advocacy criteria via the Hauora Taiwhenua Rural Health Network.

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AI Overviews · No location

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. Which parties have specific plans for healthcare access in smaller towns and rural communities?

AI Overview

Political parties in the 2026 New Zealand general election have put forward distinct proposals addressing rural health workforce shortages, after-hours coverage, and primary care costs:

Labour Party

  • Free Primary Care & Prescriptions: Proposes the "Medicard" system to provide three free general practitioner (GP) visits annually, free prescriptions, and free maternity and cervical screenings.
  • Rural Workforce Support: Introduces a "Family Doctor Loan Scheme" offering zero- or low-interest loans to new doctors entering general practice in rural and regional communities.
  • Funding Adjustments: Plans to shift primary care funding decisions to an independent body to direct extra resources toward lower-income and rural practices.

National Party (Incumbent / Minister of Rural Health)

  • Targeted Access & Infrastructure: Working through Health New Zealand (Te Whatu Ora) to address areas missing the one-week primary care access target, including upgrades to regional digital and telehealth infrastructure.
  • After-Hours & Regional Expansion: Builds on regional budget initiatives supporting 24/7 urgent care and extended after-hours services in provincial centers (such as Thames , Whakatāne, Tokoroa, Gisborne, and Taupō).

ACT Party

  • Connectivity & Technology Solutions: Focuses on leveraging broad-bandwidth satellite technology and case-by-case digital connections to bridge rural health connectivity gaps ("black spots").

New Zealand First

  • Sovereign Local Infrastructure: Emphasizes domestic investment in rural cell towers and local infrastructure rather than relying on overseas-owned satellite communication networks.

The Green Party & The Opportunity Party (TOP)

  • The Opportunity Party (TOP): Proposes universally publicly funded primary care, dental, mental health, and eyecare for people under 30, alongside targeted rural GP support channeled through Te Whatu Ora.
  • Green Party: Focuses on community-led healthcare delivery equity and strengthening regional health access.

Te Pāti Māori

  • Māori Health Leadership: Advocates for Māori-led community health services and restoring an independent Māori Health Authority model with dedicated health budget allocations to counter systemic regional inequities.

Would you like to know more about how these policies approach after-hours emergency coverage or transport support for traveling to appointments in your specific region?

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