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

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. What would parties do about fuel costs for people who have few public transport alternatives?

2026 New Zealand election: fuel costs for people who rely on cars

Your situation raises an important distinction in transport policy: there is a big difference between having a car because you prefer driving and needing a car because there is no realistic alternative.

For someone living and working in a small town, fuel isn't simply a lifestyle expense. It is necessary for:

  • Getting to work and keeping a job.
  • Taking children to school and activities.
  • Travelling to doctors, specialists and hospitals.
  • Shopping and accessing essential services.
  • Visiting family and maintaining social connections.

A policy that makes public transport cheaper in Auckland might do very little for a family who has to drive 100 kilometres to reach a specialist appointment.

Here is how the major parties' 2026 positions compare, based on their published policies and election statements as at 1 November 2026.

1. What the parties are proposing

Labour – freeze fuel taxes and tackle petrol pricing

Direct relief for motorists

Labour has announced several policies relevant to your circumstances:

  • Three-year fuel excise freeze: No increases in fuel excise for three years.
  • Estimated savings: Labour estimates an average family will save $520 a year by 2030.
  • Fairer petrol pricing: Weekly Commerce Commission reporting on fuel prices, with action against companies that maintain unfairly high prices.
  • More independent petrol stations: Improve competition between fuel retailers.
  • Cheaper car repairs: Introduce right-to-repair legislation so independent mechanics can access vehicle repair information and tools.
  • Public transport: A weekly fare cap of $10 outside Auckland, Wellington and Christchurch, from July 2027.

The important point is that the fuel tax freeze benefits people who drive, whether or not they have public transport available.

The fare cap is less directly useful if there is no suitable bus or train service where you live.

Sources: Labour's 2026 Election PoliciesA Fair Go For DriversFreeze Fuel Tax

National – manage fuel taxes and change how roads are funded

Road investment and funding reform

National's approach is different.

Its published position includes:

  • Cancelling the planned 12-cent-per-litre fuel excise increase for January 2027.
  • Introducing increases of five cents per litre every six months from January 2028 for two years, followed by annual five-cent increases from January 2030.
  • Moving towards electronic road user charges (RUC) for all vehicles.
  • Continuing investment in road maintenance and major highways.
  • Supporting infrastructure investment and more resilient regional transport routes.

The electronic RUC proposal is particularly relevant to your situation.

Instead of paying fuel excise through petrol purchases, motorists would increasingly pay according to distance travelled and vehicle weight.

This changes how you pay for roads, but it doesn't necessarily make driving cheaper.

For someone who drives long distances because essential services are far away, a distance-based charge deserves careful consideration.

National argues that the changes create a fairer and more sustainable funding system.

Sources: Where the parties stand on transport | The Chartered Institute of Logistics and TransportGovernment cancels fuel tax hikeRoad User Charges system

New Zealand First – remove the ETS charge from fuel

Direct proposed reduction at the pump

NZ First has announced a specific fuel-cost policy:

  • Remove the Emissions Trading Scheme (ETS) charge from petrol and diesel.
  • It estimates this would reduce petrol prices by 12–14 cents per litre.
  • Invest in fuel security and domestic energy resource development.
  • Continue investment in regional rail and freight connections.

This is particularly relevant because the proposed reduction applies to both petrol and diesel.

It could help people who drive frequently, including workers and families outside major centres.

However, the estimated reduction is a proposed saving, not a guaranteed reduction in the price you will see at your local petrol station. International oil prices, exchange rates and retailer margins also affect pump prices.

Sources: NZFirst to Remove Climate Tax From FuelOur Policy

Green Party – reduce dependence on cars by providing alternatives

Regional public transport investment

The Greens' approach is to make people less dependent on petrol and diesel over time.

Their October 2026 transport plan includes:

  • Free public transport for children, teenagers, students, apprentices and Community Services Card holders.
  • A maximum $2 fare for other bus and train passengers.
  • More frequent rural and interregional bus services.
  • Better transport services in smaller towns.
  • Overnight passenger rail between Auckland and Wellington.
  • Reinstating the Southerner passenger train between Christchurch and Dunedin.
  • More electric vehicle charging infrastructure and incentives for electric vehicles.

This is one of the more explicit commitments to improving transport connections outside major cities.

However, there is an important limitation: if you live somewhere without a practical bus or train service, cheaper fares won't immediately reduce your petrol bill.

The Greens also support a more user-pays approach to road funding, rather than indefinitely delaying fuel tax increases.

Sources: Green Party launches the transport plan to combat fossil fuel crisisWhere the parties stand on transport | The Chartered Institute of Logistics and Transport

ACT – prioritise lower government spending and user-pays transport

ACT generally favours less government intervention and more user-pays funding.

Its approach to transport includes:

  • Opposing broad public transport subsidies.
  • Supporting targeted rather than universal cost-of-living assistance.
  • Emphasising efficient infrastructure spending.
  • Supporting road-user funding rather than relying entirely on general taxation.

I haven't found a sufficiently clear, specific 2026 ACT commitment to a petrol tax reduction for motorists who have no public transport alternative. I wouldn't count on a particular fuel saving without further clarification from the party.

Source: Cost of Living Policy: Where NZ Parties Stand in 2026Policies for Party vote - NZ Election 2026

The Opportunity Party (TOP) – free public transport and broader income support

TOP has proposed:

  • Free public transport across New Zealand.
  • A Citizens Income funded through a land value tax, intended to help households with rising living costs.
  • A broader discussion about how to fund roads and transport infrastructure as fuel tax becomes less reliable.

Its leader has specifically argued that freezing fuel taxes doesn't make the cost of maintaining roads disappear.

For your circumstances, free public transport is useful only if a suitable service exists. The Citizens Income proposal could be more relevant if it delivers additional disposable income to your household.

Sources: Time for an honest conversation about transport fundingIt’s Time For Permanent, Free Public Transport

Te Pāti Māori – affordability and access to essential services

Te Pāti Māori supports:

  • Free public transport for children, students and Community Services Card holders.
  • Making all public transport free within five years.
  • Broader cost-of-living assistance and transport affordability.

Its longer-term approach could help families who can use public transport, but it is less directly targeted at people who must drive long distances.

The party has indicated that further energy and transport policies are being developed, so I would be cautious about assuming it has a particular petrol tax reduction commitment.

Sources: Cost of Living Policy: Where NZ Parties Stand in 2026PolicyElection 2026: Political polarisation on energy and climate, except solar

2. How the policies compare for someone in your position

Here is the practical comparison, rather than simply which party has the biggest transport programme.

Party Direct help with fuel costs Help with regional transport
Labour Three-year fuel tax freeze and fuel price regulation $10 weekly public transport cap outside main cities
National Delayed fuel tax increases, then phased increases Road maintenance, highways and infrastructure
NZ First Remove ETS fuel charge (12–14c/L claimed saving) Regional rail and fuel security
Greens No equivalent general petrol tax freeze identified Rural buses and interregional rail
ACT No specific fuel saving established Infrastructure efficiency and user-pays
TOP Broader income support proposal Free public transport
Te Pāti Māori No specific petrol tax reduction established Free public transport

One important technical issue is worth understanding.

Fuel excise and ETS charges are different things. Labour's proposal freezes fuel excise. NZ First proposes removing the ETS component. These are different charges, so the policies aren't necessarily alternatives to one another.

Also, National's move towards road user charges matters. Under this system, people increasingly pay according to how far they drive rather than how much petrol they purchase. Road User Charges systemReplacing fuel tax with road user charges

3. What I think you should pay particular attention to

Given that you work in a small town rather than farming, I would look beyond policies described as rural or regional assistance.

There are five questions I'd want every party to answer.

  1. Fuel affordability: Will you pay more or less per litre over the next three years?
  2. Distance travelled: Will people who have to drive long distances receive any recognition or assistance?
  3. Healthcare access: Will the party improve regional healthcare availability, reducing the need to travel long distances for treatment?
  4. Local employment: Will it invest in jobs and economic development outside major centres?
  5. Road maintenance: Will it maintain the roads connecting small towns to hospitals, workplaces and essential services?

The last three matter because reducing the need to travel is potentially just as valuable as reducing the price of fuel.

4. My overall assessment

If your main concern is the immediate cost of running a family car:

  • Labour has a clearly defined proposal to freeze fuel excise for three years and improve petrol price competition.
  • NZ First has a clearly defined proposal to remove the ETS charge from petrol and diesel.
  • National offers a phased approach to fuel tax increases and continued road investment, but its longer-term RUC changes deserve scrutiny if your family drives substantial distances.
  • The Greens offer the strongest explicit programme for developing rural and interregional public transport alternatives, although this won't solve every small-town transport problem immediately.

These are differences in policy emphasis, not a recommendation about how you should vote.

5. One final consideration: healthcare and employment

I wouldn't make your decision on petrol prices alone.

For a household in a small town, access to a local GP, specialist services, employment opportunities and reliable roads can have a much greater financial impact over several years than a modest reduction in fuel prices.

A government that helps establish local healthcare services or creates more employment opportunities nearby could save your family considerable travel costs.

Sources worth examining before voting

My suggestion: When assessing the parties, look particularly closely at whether they recognise that people outside major centres shouldn't be financially disadvantaged simply because they have no realistic alternative to driving. That's an important issue that deserves much more attention in this election.

Ask anything

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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. What would parties do about fuel costs for people who have few public transport alternatives?

For people living in regional or small-town New Zealand who depend heavily on private vehicles due to limited public transport alternatives, the policies put forward by political parties for the 2026 general election offer distinct approaches to managing fuel costs and transport pressures.

Major parties approach these challenges through different mechanisms, focusing on relief at the pump, road funding, or broader regional infrastructure support:

1. New Zealand Labour Party

  • Fuel Tax Freezing: Labour has committed to freezing fuel taxes for a three-year term to provide immediate, direct relief against rising pump prices.
  • Regional Fare Caps & Public Transport: While targeting public transport price caps ($20 a week in major centres and $10 a week elsewhere), Labour's broader platform addresses the reality of integrated transport, though areas without local bus or rail networks benefit primarily from the nationwide fuel tax freeze rather than service expansions.

2. National-led Government / National Party

  • Targeted Support vs. Broad Freezes: Rather than a blanket, long-term freeze on fuel excise taxes (which fund essential road maintenance), the National-led approach has favored balanced fiscal management alongside targeted support during acute global fuel price spikes. This has included temporary adjustments to mileage and support-worker travel rates, and funding buffers reserved for targeted regional relief when global oil shocks hit households hardest.
  • Roading and Infrastructure Focus: National places heavy emphasis on maintaining and expanding state highways and local roading networks to ensure regional connectivity, supply-chain resilience, and smoother travel for rural and small-town motorists who have no alternative to driving.

3. Other Parties (Green Party, NZ First, ACT)

  • Green Party: The Greens focus heavily on expanding regional and interregional public transport options, funding rural and on-demand public transport services, and introducing subsidies for electric bikes and community transport networks to reduce overall household reliance on volatile international oil prices.
  • New Zealand First: NZ First emphasizes national energy and fuel security, proposing measures like domestic resource surveys and strategic fuel reserves to insulate New Zealand from global supply shocks, alongside a strong focus on maintaining regional roads and transport links.

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Gemini is AI and can make mistakes.

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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. What would parties do about fuel costs for people who have few public transport alternatives?

For New Zealanders living in provincial towns or rural areas who rely heavily on private vehicles for long-distance travel to access employment, healthcare, and essential services, fuel costs and road expenses are a significant cost-of-living issue.

While political parties have advanced different overarching visions for transport, infrastructure, and energy, their approaches to easing the burden of transport costs for regional and car-dependent households generally fall into distinct philosophies:

  • Center-Right / Conservative Parties (e.g., National, ACT): Focus primarily on managing or freezing direct fuel taxes, improving and prioritizing roading infrastructure through the National Land Transport Fund, and opposing new fuel excise increases. They tend to emphasize economic relief via broad income tax adjustments and lowering regulatory hurdles on vehicle and energy costs rather than subsidizing alternative transport networks in low-density areas. For example, National previously froze fuel excise hikes and scrapped regional fuel taxes to keep immediate pump costs down.

  • Center-Left / Progressive Parties (e.g., Labour, Green Party): Place a stronger emphasis on overall cost-of-living support through public transport pricing reforms (such as fare caps or free/concession fares where public transit exists) and broader incentives for transitioning to electric vehicles (EVs) or improving regional energy resilience. However, critics note that heavily public-transit-focused or EV-centric policies can feel less immediately actionable for residents in small towns who lack local bus or train networks and face high upfront costs for transitioning vehicles.

  • Populist / Nationalist Parties (e.g., New Zealand First): Frequently advocate for regional equity, pushing back against road user charges or taxes that disproportionately affect provincial and rural motorists who have no practical choice other than driving.

When evaluating your vote, it is helpful to look directly at each party's official transport and regional development manifestos to see how they balance funding for local road maintenance and freight against direct relief at the pump. You can explore a side-by-side comparison of specific party commitments on Policy.nz or review announcements directly via outlets like RNZ Politics. Policies for Party vote - NZ Election 2026Advocates call on politicians for more comprehensive ... - RNZ

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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. What would parties do about fuel costs for people who have few public transport alternatives?

AI Overview

For the 2026 New Zealand general election , political parties offer different approaches to fuel and transport costs for people living in regional and small-town areas with limited public options:

  • Labour Party:

  • Pledges a 3-year freeze on fuel taxes (fuel excise duty), which they state will save a typical family an average of $520 per year.

  • Proposes a $10-per-week public transport fare cap for regional areas outside the main cities.

  • Plans to crack down on fuel price gouging and improve independent petrol station access to boost competition in small towns.

  • National Party:

  • Recommitted to no new fuel tax in its first term and previously removed Auckland's regional fuel tax.

  • Focuses on broader economic management, income tax relief, and shifting funding toward road infrastructure via the National Land Transport Fund.

  • Green Party:

  • Focuses heavily on lowering emissions, expanding intercity and regional rail/bus links, and providing discounted or free public transport options for targeted groups (such as youth, apprentices, and Community Service Card holders), while opposing new fossil-fuel subsidies and supporting long-term energy transitions.

  • New Zealand First:

  • Generally cautions against sudden or steep fuel tax and road user charge hikes during high-cost periods, preferring measured approaches and a focus on domestic fuel security.

You can review complete party platforms and compare candidate stances on the Policy.nz Transport and Infrastructure Page.

Would you like to know how specific party policies impact road user charges (RUC) for diesel or electric vehicles, or how they compare on regional healthcare and job creation?

Ask anything

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