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.

ChatGPT · No location

For the 2026 New Zealand general election: How do parties plan to improve GP access and hospital waiting times, and what have they said about staffing and funding?

2026 New Zealand election: Health policies compared

The 2026 general election is on 7 November 2026, and healthcare is a significant point of difference between the parties.

The main dividing lines are:

  • GP access: Should the priority be making appointments cheaper, increasing the number of GPs, or expanding alternative ways to receive care?
  • Hospital waiting times: Should the system rely more on additional public hospital capacity, private providers, or new funding mechanisms?
  • Staffing: How will parties recruit, train and retain doctors, nurses and other health professionals?
  • Funding: How much additional money will be committed, and how will it be paid for?

The following comparison reflects published policies and campaign statements available as at 2 November 2026. It distinguishes new promises from measures already introduced by the current government.

1. Party-by-party comparison

National Party

Overall approach: Increase service capacity, retain performance targets and use both public and private healthcare providers.

  • GP access: Continue expanding urgent-care, after-hours and online GP services. Budget 2026 includes funding intended to support 53,000 additional general-practice enrolments.
  • Hospital waiting times: Continue the Elective Boost programme, using public and private providers to increase procedures. National reports 40,000 procedures already delivered through the programme.
  • Staffing: Expand medical training at Auckland and Otago universities and establish the Waikato Graduate School of Medicine. The first 120 graduate-entry students are planned for 2028.
  • Funding: Budget 2026 provides for 24,000 additional planned-care treatments, 42,000 additional inpatient episodes and 26,000 additional emergency-department events.

National's approach is largely to continue its existing health programme, with an emphasis on targets, productivity and fiscal restraint. Election 2026 and health: promises, priorities and delivery

Labour Party

Overall approach: Make primary healthcare more affordable and improve the availability of family doctors and nurses.

  • GP access: Three free GP visits per year for everyone eligible for publicly funded healthcare, through a new Medicard.
  • Prescriptions: Remove the $5 prescription charge from 1 July 2027.
  • Hospital waiting times: Introduce an ED Recovery Plan, with a focus on improving emergency-department capacity and patient flow.
  • Staffing: Introduce a Graduate Nurse Job Guarantee, offering eligible New Zealand-trained nursing graduates employment from 2027. Also introduce a Family Doctor Loan Scheme to help doctors establish or take over GP practices.
  • Funding: A proposed 28% capital gains tax on specified property investment profits, with revenue ring-fenced for health.

Labour's approach combines lower costs for patients with measures intended to expand the primary-care workforce. Labour's 2026 Election PoliciesElection 2026 and health: promises, priorities and delivery

Green Party

Overall approach: Expand publicly funded healthcare, with a stronger emphasis on prevention, community services and equity.

  • GP access: Move towards fully publicly funded primary healthcare, reducing financial barriers to GP appointments.
  • Hospital waiting times: Increase investment in community and preventive services to reduce avoidable demand on hospitals.
  • Staffing: Improve pay parity and working conditions for primary-care nurses and hauora providers. Expand mobile healthcare services, particularly in rural communities.
  • Funding: Increase public investment in healthcare, including Pharmac funding for medicines and medical devices.
  • Additional workforce commitment: Pay nursing students for clinical placements, proposing a $380 weekly stipend and assistance with relocation costs.

The Greens' programme is broader than hospital treatment alone: it seeks to strengthen healthcare outside hospitals as well. Election 2026 and health: promises, priorities and deliveryVote for health: From Labour to ACT, how will (or won’t) our politicians support nursing students?

ACT Party

Overall approach: Improve efficiency, expand provider choice and make greater use of private and community healthcare capacity.

  • GP access: Allow pharmacists and other qualified health professionals to undertake more everyday healthcare services, reducing pressure on GPs.
  • Hospital waiting times: Increase the use of private providers to perform procedures and treat patients waiting in the public system.
  • Staffing: Make better use of existing professionals by allowing them to work closer to the full extent of their professional scopes. ACT supports the Waikato medical school.
  • Funding: Increase medicines funding progressively towards Australia's proportion of health expenditure. ACT estimates this could eventually mean a medicines budget of approximately $5–6 billion.
  • Additional proposal: Establish comprehensive cancer centres in Auckland and Christchurch, combining specialist treatment, research and clinical trials.

ACT places particular emphasis on productivity and making use of capacity across different healthcare providers. Election 2026 and health: promises, priorities and delivery

New Zealand First

Overall approach: Address waiting lists through additional funding, international recruitment and greater GP involvement in purchasing healthcare.

  • GP access: Introduce nurse practitioner-led Digital Health Clinics in areas where it is difficult to recruit GPs. Also make it easier for appropriately registered doctors to enter general practice.
  • Hospital waiting times: Establish a $925 million annual GP-controlled Waitlist Reduction Fund. GPs would be able to purchase approved specialist consultations and operations for patients on waiting lists.
  • Staffing: Estimates New Zealand needs approximately 2,000 additional doctors and prioritises international recruitment. Also proposes reducing administrative workloads and increasing GP autonomy.
  • Funding: Provide an additional $1.3 billion for medicines and replace Pharmac with a new medicines agency.
  • Prevention: Its Make NZ Healthy programme puts greater emphasis on nutrition, metabolic health and preventive healthcare.

The proposed waiting-list fund is a particularly significant commitment: it would give GPs a direct role in arranging and purchasing treatment for patients awaiting specialist care. Election 2026 and health: promises, priorities and delivery

Te Pāti Māori

Overall approach: Put Māori health equity, community-led healthcare and whānau wellbeing at the centre of the health system.

  • GP access: Strengthen Māori-led community health services and improve access to culturally safe primary healthcare.
  • Hospital waiting times: Focus on prevention and earlier intervention, alongside better access to services for Māori communities.
  • Staffing: Its programme emphasises Māori participation and leadership in healthcare, although the published material reviewed provides less detail on specific national doctor and nurse recruitment targets.
  • Funding: Rebuild and strengthen a Māori-led health authority and direct more resources towards Māori-led services.
  • Additional focus: Address wider factors affecting health, including housing, income and food security.

Its central difference from National, ACT and NZ First is its emphasis on Māori-led health governance and service delivery. Election 2026 and health: promises, priorities and delivery

Opportunity Party

Overall approach: Establish long-term health planning that does not change direction every three years.

  • GP access: Increase investment in primary, community and preventive healthcare.
  • Hospital waiting times: Its broader strategy is to strengthen primary care and prevention, reducing pressure on hospitals over time.
  • Staffing: Develop a long-term national medical workforce strategy covering medical schools, specialist training and clinical placements.
  • Funding: Progressively increase public health expenditure towards 9% of GDP, while increasing the proportion allocated to primary care.
  • Additional proposal: Establish a 10-year, cross-party health plan called Healthy People.

Opportunity's proposal is notable for its long-term spending target, although the practical implementation and political agreement required would need to be worked through. Election 2026 and health: promises, priorities and delivery

2. Quick comparison: what are the main differences?

Party GP access Hospital waiting times Staffing priority
National More urgent, after-hours and online services Public/private Elective Boost Train more doctors
Labour Three free GP visits annually ED Recovery Plan Graduate nurse jobs, GP ownership
Greens Progressively free primary care Prevention and community services Better pay and conditions
ACT More pharmacy and professional services More private-sector capacity Broader professional scopes
NZ First Digital clinics and easier GP recruitment $925m annual waiting-list fund Recruit 2,000 additional doctors
Te Pāti Māori Māori-led community services Prevention and equitable access Māori workforce participation
Opportunity More primary-care investment Long-term system planning Long-term medical workforce strategy

3. What are the biggest funding commitments?

These are some of the most substantial financial figures in the published proposals.

NZ First

$925 million

Annually for its proposed GP-controlled Waitlist Reduction Fund.

Opportunity

9% of GDP

Its proposed long-term public health expenditure target.

NZ First

$1.3 billion

Additional proposed funding for medicines.

ACT

$5–6 billion

Estimated eventual medicines budget under its proposed approach.

These figures are not directly comparable: some are annual spending commitments, some are long-term targets, and others are estimates of future budgets. Election 2026 and health: promises, priorities and delivery

4. What should voters look at when assessing these promises?

There are five particularly important questions.

  1. Will there actually be enough GPs? Free or cheaper appointments won't necessarily mean easier access if practices cannot recruit enough doctors.
  2. Where will additional hospital staff come from? More funding for operations needs surgeons, nurses, anaesthetists, radiologists and other specialists.
  3. Will private-sector involvement reduce public waiting lists? It may increase available treatment capacity, but the workforce and funding implications need to be considered.
  4. Are staffing commitments funded? Training doctors takes years, and training more nurses does not automatically guarantee jobs or retention.
  5. How will success be measured? Look for commitments on actual waiting times, appointment availability, staff numbers and the number of patients treated.

The New Zealand Medical Journal's October 2026 election analysis makes an important distinction: funding, targets and announcements do not automatically translate into better health outcomes. Workforce availability and delivery capacity are crucial. Election 2026 and health: promises, priorities and delivery

5. Further reading

One important qualification: These are party proposals, not guaranteed outcomes. Coalition negotiations, budgets and the availability of health professionals will affect what can actually be implemented.

I can also compare National versus Labour versus the Greens in more detail, particularly their practical plans for getting people into GP appointments and reducing elective surgery waiting lists.

Compare National, Labour and the Greens in detail

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For the 2026 New Zealand general election: How do parties plan to improve GP access and hospital waiting times, and what have they said about staffing and funding?

Healthcare, primary care accessibility, and hospital wait times have emerged as major focus areas in the political landscape. Political parties have staked out distinct approaches regarding how to fund the health system, support overworked staff, ease pressure on general practice, and shorten hospital queues.


Improving GP Access and Affordability

  • Labour Party: Places primary care affordability at the forefront of its health platform, pledging three free general practitioner (GP) consultations annually for everyone entitled to publicly funded healthcare (delivered via a "Medicard"). To counter potential capacity strain from free visits, Labour has proposed a Family Doctor Loan Scheme to encourage practice ownership and bolster workforce numbers.
  • ACT Party: Proposes an ongoing $100 million annual boost directly to GPs ($400 million over four years). Their policy aims to support practices to offer extended hours and financially reward GPs who choose to scale up patient appointments and stay in the workforce longer.
  • New Zealand First (NZ First): Focuses on lowering administrative burdens, restoring professional autonomy for doctors, and integrating alternative clinical support (such as health coaches) into primary care settings.

Hospital Waiting Times and Acute Care

  • Labour Party: Has pledged an immediate, urgent review targeting hospital wait times and chronic bed shortages. They also emphasize moving more care out of acute hospitals—proposing expanded community-based support, extended-care paramedics, clinical telehealth services, and early-supported discharge teams across every region.
  • National-led Coalition: Emphasizes formal health targets introduced to drive systemic flow and accountability. This includes benchmarks targeting shorter stays in emergency departments (95% of patients admitted, discharged, or transferred within six hours) and shorter waits for elective treatments (95% waiting less than four months). Critics, however, have challenged the coalition over whether funding has kept pace with actual demand.

Staffing and Workforce Policies

  • Labour Party: To address chronic nursing shortages, Labour has promised to guarantee employment to all eligible New Zealand-trained graduate nurses. They have also targeted training pipelines by supporting more trainee sonographer positions to increase diagnostic capacity.
  • Wider Sector Pressures: Medical groups and primary health organizations (such as Network4 and General Practice New Zealand) have consistently lobbied all parties for long-term funding stability that reflects the true cost of care, moving away from short-term political cycles, reducing administrative burnout, and keeping pace with acute clinician shortages.

Funding Approaches

  • Labour: Proposes to fund its expanded primary care and health commitments through a targeted 28% capital gains tax on specified residential and commercial investment properties, ring-fencing the resulting revenue strictly for health.
  • National & Other Parties: Focus targeted investments into specific areas—such as Pharmac funding boosts for life-saving cancer drugs—while other parties like the Opportunity Party propose scaling health spending systematically as a percentage of GDP, and ACT/Te Pāti Māori advocate for structural shifts toward preventative care and specialized regional funding models.
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For the 2026 New Zealand general election: How do parties plan to improve GP access and hospital waiting times, and what have they said about staffing and funding?

Ahead of the 20th New Zealand general election, political parties have put forward distinct proposals to address pressures in primary care (general practice), reduce hospital waiting times, and manage health funding and staffing.

The primary health policies and commitments outlined by the major parties include:

The Labour Party

  • GP Access & Affordability: Pledges to provide every New Zealander with three free GP visits a year, make prescriptions free, and offer free maternity scans and cervical screening. Aims to free up 4.5 million more clinic appointments annually and assist family doctors in establishing or expanding practices.

  • Hospital Waiting Times & Capacity: Focuses on repairing and upgrading hospital infrastructure to enable earlier treatment and relieve acute pressures on secondary care. Maintains a commitment to formal health targets.

  • Staffing & Funding: Announces job guarantees for eligible graduate New Zealand-trained nurses to keep them in the domestic workforce. Funding for these primary care and workforce commitments is tied to the party's proposed capital gains tax.

The National Party

  • GP Access & Screening: Focuses heavily on expanding domestic screening and early detection capacity. Pledges to lower the bowel screening age to 50 by 2029, expand breast screening to age 74 by 2029, introduce prostate and lung screening pilots, and deliver free cervical screening for women aged 25–69 by March 2027.

  • Hospital Waiting Times & Targets: Continues its emphasis on enforcing structured clinical health targets to track and reduce elective treatment and emergency department wait times.

  • Staffing & Funding: Proposes an $823.8 million investment package for medicines and clinical capacity, which includes a $604 million uplift for Pharmac. To fund this without adding general debt, National intends to redirect approximately $431.2 million (a 10% reduction) from non-Pacific foreign aid and MFAT operational efficiencies.

The ACT Party

  • GP Access & Supply: Opposes broad demand-side subsidies like universal free visits, arguing they do not create new doctors. Instead, ACT proposes a $400 million funding boost ($100 million annually on top of standard capitation increases) explicitly targeted at retaining existing GPs and attracting professionals from overseas.

  • Staffing: Proposes streamlining medical regulatory frameworks to fast-track the registration of qualified health professionals coming from comparable overseas health jurisdictions.

New Zealand First

  • Prevention & System Shift: Proposes a "bold shift" from reactive treatment to preventative healthcare under its "Make NZ Healthy" plan, arguing that current spending is disproportionately tied to treating sickness rather than heading off chronic illness.

  • GP Support & Hospital Pressure: Aims to reduce the administrative burdens on general practitioners, increase their professional autonomy, and introduce health-coach support within primary care. By focusing on metabolic health, nutrition education, and targeted lifestyle interventions, the party aims to structurally lower the volume of chronic illness cases overwhelming acute hospital services.

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