Evidence · NZ Election 2026 · Edition 5

Every question and original answer

All 174 questions and the 786 complete answers recorded on 23 October 2026. Source lists and sentiment assessments are included, alongside the unchanged original answers.

questions
174
answers saved
786
collected
23 October 2026

01

Every question, with its answers

Each question was written as a voter would ask it and went to all four assistants. Some were also asked from a town. Open a question to read every answer to it in full.

Showing 20 of 174 questions

02

The tables behind the study

Every figure on the study page comes from these tables. They are CSV files, which open in any spreadsheet.

  • Questions

    questions.csv

    One row per question, with its original wording.

    id, text, reference, enabled, axes, collectionSettings

  • Complete answers

    answers.csv

    One row per saved answer, including its original text.

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

  • Answers included in each comparison

    memberships.csv

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

    comparisonId, answerId, rowKey, included

  • Party names found in answers

    codings.csv

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

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

  • Sources recorded with each answer

    sources.csv

    One row per answer, with its recorded websites, source-list status and visible links.

    answerId, capture, domains, urls, literalUrls, origin

  • What the voting-guidance answers did

    behaviour-coding.csv

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

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

  • 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

  • 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, statement, summary, caveat, value, denominator, evidence

  • Evidence behind the findings

    findings-evidence.csv

    One row per finding, with the records supporting it.

    findingId, rows

  • What changed for each voter

    case-decisions.csv

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

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

  • Answers read in detail

    report-evidence.csv

    One row per answer included in the detailed research readings.

    key, answerId, interpretation, text

  • Party counts by edition

    party-count-tables.csv

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

    panel, edition, platform, party, numerator, denominator

  • Answer length by assistant

    platform-tables.csv

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

    panel, edition, platform, answers, median_words, total_words

  • Location comparisons by edition

    regional-tables.csv

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

    edition, prompt_id, platform, city, draft_id, block, scenario_id, scenario, issue, priority, common_4_5, complete, national_result_id, city_result_id, same_text, same_party_set, same_displayed_party_set

  • Changes by topic

    issue-tables.csv

    One row per topic, showing answer totals and changes in party names.

    issue, current_answers, matched, changed_party_sets, changed_displayed_party_sets

  • Links visible in answers

    literal-source-evidence.csv

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

    edition, result_id, literal_urls, literal_domains, associated_capture

  • Separate website reference totals

    aggregate-references.csv

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

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

  • Answers compared with 19 October

    pairs.csv

    One row per answer with an earlier counterpart to the same question, assistant and location.

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Statements and sentiment assessments

    claims.csv

    The saved assessments of statements about tracked parties, with their answer references and verified extracts where available.

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

  • Original saved statement assessments

    raw-native-claims.csv

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

    quote, brands, stance, claimId, claimText, sourceResultId

  • Original saved source records

    raw-native-sources.csv

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

    answerId, url, domain, metadata, domainType, citationKind

  • 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'm a tertiary student renting a room, working part time and using a student loan. I am struggling to fit paid work around study. I am considering my vote in the 2026 New Zealand general election. What would parties do about food and transport costs for someone studying on a tight budget?

New Zealand 2026 election: food and transport costs for students

If you're renting a room, studying, working part-time and relying on a student loan, the key question is not just which party promises to lower the cost of living. It's which policies could reduce your weekly expenses enough that you don't have to work so many hours while studying.

As of 23 October 2026, the main differences between parties are how they would tackle grocery prices, public transport fares and the broader cost of being a student. The election is on 7 November 2026, and some policies are still being announced. Which Party Should I Vote For? Your Guide to the 2026 ElectionLabour's 2026 Election Policies

1. What the main parties are proposing

The comparison below focuses on announced policies, rather than assumptions about what a party might do in government.

Green Party NZ (@NZGreens) on X

Green Party

Direct transport support and intervention in food prices

South Island Election Conference 2026

Labour

Weekly transport cap and supermarket competition reforms

  • Food: Would separate supermarket wholesale and retail operations to improve access to groceries for competing retailers, and prohibit excessive pricing by dominant companies.

  • Transport: Would cap eligible bus and train fares at $20 per week in Auckland, Wellington and Christchurch, or $10 elsewhere, from 1 July 2027.

  • What it could mean for you: The cap could make regular commuting more predictable and limit how much you spend on eligible public transport each week. Grocery savings would depend on how much competition and pricing change.

    Labour's 2026 policy platform

    Labour's 2026 Election PoliciesElection 2026: How the main parties plan to improve the grocery sector

Will National Party Finish 2nd in New Zealand's 2026 Election?

National

Competition-led grocery price reductions

  • Food: Would pursue separating New World and PAK'nSAVE into competing supermarket groups, subject to the Commerce Commission confirming that the change is practical and benefits shoppers. National estimates this could save shoppers an average of $560 a year.

  • Transport: Its focus is more on transport infrastructure and funding than a general student-fare subsidy. Don't assume the Green or Labour fare concessions would be available under its proposals.

  • What it could mean for you: The grocery proposal aims to bring down prices through competition, but the estimated savings are not guaranteed, and no comparable general student-fare cap is a defining promise.

    National's grocery competition policy

    More grocery competitionTransport policy on the campaign trail

POLICY TRACKER: TOP wants to fund cheaper doctor visits with junk-food tax | New Zealand Doctor

ACT

Making it easier for businesses to compete

  • Food: Would make it easier for new supermarket competitors to open, including through a streamlined approval process, rather than forcing existing supermarket groups to split up.

  • Transport: A general student public-transport fare subsidy is not a defining current proposal in the material reviewed.

  • What it could mean for you: Any grocery savings would depend on new competitors entering the market and passing savings on to shoppers. There is no equivalent announced student-fare cap to calculate against your weekly budget.

    Election 2026: How the main parties plan to improve the grocery sectorWhich Party Should I Vote For? Your Guide to the 2026 Election

Te Pāti Māori (@Maori_Party) on X

Te Pāti Māori

Free public transport and community-focused approaches

  • Food: Its wider approach emphasises community control and food-related cost-of-living issues, but I couldn't establish a directly comparable nationwide grocery-saving amount from the current material reviewed.

  • Transport: Would progressively make public transport free for everyone within five years, with disabled people among the first groups prioritised if the rollout is staged.

  • What it could mean for you: Potentially lower fares over time, but the timing of when free travel would reach you matters for your immediate budget.

    Party policies, simplified: TransportWhich Party Should I Vote For? Your Guide to the 2026 Election

New Zealand legislative election winner? Predictions & Od... 2026 | Polymarket

New Zealand First

Structural changes to the supermarket market

  • Food: Would split Foodstuffs into two competing cooperatives, one housing New World and Four Square and the other PAK'nSAVE. It also proposes stronger competition enforcement and penalties.

  • Transport: The party did not provide a directly comparable student-fare commitment in the recent transport policy questionnaire reviewed.

  • What it could mean for you: The grocery policy aims to increase competition, but there is no reliable way to translate it into a guaranteed reduction in your weekly food bill.

    Election 2026: How the main parties plan to improve the grocery sectorParty policies, simplified: Transport

2. What could actually change your weekly budget?

The distinction that matters is between policies that put a ceiling on what you pay and policies that hope to reduce prices over time.

Your expense Relevant proposal What to keep in mind
Bus or train fares Greens' free travel for eligible students; Labour's weekly fare cap The Greens' proposal could eliminate eligible fares; Labour's cap limits spending rather than making travel free.
Groceries Greens' KiwiMart; Labour's wholesale reforms; National's proposed supermarket separation; NZ First's supermarket split All aim to improve competition in different ways. Actual savings aren't guaranteed.
Fuel for a car Labour's proposed three-year fuel-tax freeze Relevant if you drive, but it doesn't directly lower bus or train fares.
Money available while studying Broader student-support and tertiary-education policies Lower living costs help, but they don't necessarily increase the money you receive from a student loan or allowance.

Sources: Labour's 2026 Election PoliciesElection 2026: How the main parties plan to improve the grocery sectorParty policies, simplified: Transport

3. The important question: could you work fewer hours?

Since your main difficulty is fitting paid work around study, I'd look beyond grocery and transport promises to three questions:

  • Immediate relief: Will the policy reduce your costs during the next semester, or is it dependent on reforms taking several years?
  • Eligibility: Are you included as a tertiary student, or do you need a Community Services Card or another form of eligibility?
  • Total support: Does the party also propose changes to student living-cost support, student allowances, fees or other expenses?

A cheaper bus pass could save you money every week. But a grocery competition reform may take time to affect shelf prices, and neither automatically means you can reduce your work hours.

For context, Labour's proposed fare cap is scheduled for July 2027, while the Greens' student transport proposal is framed as a free-fare policy. Check the final eligibility rules and implementation dates before relying on either in your budget. Labour's 2026 Election PoliciesParty policies, simplified: Transport

4. How to use this comparison when deciding your vote

I would compare each party against your own biggest pressure point rather than treating any one policy as a complete solution.

  • If most of your transport spending goes on buses and trains, compare the eligibility rules and timing of the proposed fare concessions.
  • If food takes the largest share of your income, compare the supermarket reforms and whether there is any direct food assistance relevant to you.
  • If you're working so many hours that your study is suffering, investigate each party's proposals for student living support as well as its cost-of-living policies.

One final caveat: a party's policy announcement is a promise, not a guaranteed outcome. Grocery prices, for example, depend on implementation, competition and other costs in the supply chain.

Can I ask one practical question? What is your main form of transport for getting to study and work?

Ask anything

ChatGPT can make mistakes. Check important info.

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Gemini · No location

I'm a tertiary student renting a room, working part time and using a student loan. I am struggling to fit paid work around study. I am considering my vote in the 2026 New Zealand general election. What would parties do about food and transport costs for someone studying on a tight budget?

As a tertiary student juggling part-time work, flatting, a student loan, and the pressure of fitting hours around your studies, the choices offered by political parties in the 2026 New Zealand general election largely depend on whether you favour direct government-provided services and cost-capping or economic approaches focused on market competition, tax relief, and post-graduation support.

The major parties approach the specific cost pressures of food, transport, and student budgeting through distinct philosophies:


1. Transport Costs (Getting to Uni / Work)

Transport is a major weekly expense if you rely on buses, trains, or driving. Parties divide sharply on whether to subsidise these costs directly or leave public transport pricing to standard models:

  • Labour: Features a direct public transport policy, committing to cap weekly public transport fares at a maximum of $20 a week in Auckland, Wellington, and Christchurch, and $10 a week everywhere else.
  • Green Party & Te Pāti Māori: Focus heavily on transport affordability as part of their cost-of-living and climate platforms. Te Pāti Māori advocates for immediate free public transport for students, children, and Community Services Card holders, while the Greens champion systemic investment in free or low-cost, low-emissions public transport.
  • The Opportunities Party (TOP): Proposes free public transport specifically for under-30s alongside alternative transport support (such as e-scooter and bike credits).
  • National, ACT, & NZ First: Generally oppose broad, untargeted public transport subsidies or open-ended fare caps, prioritising fiscal restraint and focusing government spending elsewhere (such as tax adjustments or broader economic growth).

2. Food Costs & General Cost of Living

With grocery prices hitting tight student budgets hard, parties propose very different mechanisms to make food more affordable:

  • Te Pāti Māori: Proposes removing GST from all food items alongside a broader tax-free threshold ($30,000) to immediately lower the cost of basic essentials.
  • New Zealand First: Has floated policies including the removal of GST from basic food items.
  • National: Focuses heavily on structural grocery sector reform to tackle food prices at the checkout—such as pursuing structural measures to split up major supermarket operations (like pushing for a separation of major supermarket brands) to drive harsher competition and lower prices.
  • ACT & National: Generally lean toward tax and spending cuts to stimulate the economy, arguing that reducing government expenditure and regulatory bloat is the most sustainable way to bring down inflation and living costs overall.

3. Student Support & Loans

While daily expenses like food and transport bite now, your status as a student loan borrower and part-time worker means party stances on tertiary education matter for your broader financial picture:

  • Green Party: Offers the most explicit suite of direct tertiary student support, aiming toward debt-free tertiary education, restoring broad Fees-Free schemes, and expanding student-specific energy and income supports.
  • National: Directs its student-focused economic relief primarily toward the post-study phase—introducing "Back Pocket Boost" measures to let graduates with student loans keep more of what they earn once they cross repayment thresholds, alongside strict enforcement on overseas-based borrowers.
  • Labour, ACT, & NZ First: Have placed less emphasis on radical overhauls of the student allowance/loan system in their core 2026 packages, focusing instead on broader economic management, job creation, or targeted tax credits for working households.

Summary Checklist for Your Vote

When deciding how to cast your vote, it helps to weigh which mechanism helps you right now versus in the long run:

  • If you want immediate relief at the cash register or ticket gate, left-bloc policies like Labour’s fare caps or Te Pāti Māori/NZ First's GST-free food proposals directly target those weekly line items.
  • If you prefer long-term market changes or post-study rewards, National’s focus on grocery competition and graduate student-loan retention, or ACT's broad tax-cutting framework, target different parts of the economic equation.

Are there particular trade-offs between immediate cost-of-living relief and long-term financial policies that matter most to your current situation?

Ask Gemini

Gemini is AI and can make mistakes.

Captured 23 October 2026 · shown as Gemini gave it, not a verified account

Google AI Mode · No location

I'm a tertiary student renting a room, working part time and using a student loan. I am struggling to fit paid work around study. I am considering my vote in the 2026 New Zealand general election. What would parties do about food and transport costs for someone studying on a tight budget?

Balancing part-time work, study, and the rising cost of living is a major pinch point. Different political parties approach student budgets, food affordability, and transport costs through contrasting economic and social lenses:

  • Labour Party : Promotes a targeted Cost of Living Plan. For transport, they propose capping public transport fares at $20 a week in main centers (Auckland, Wellington, Christchurch) and $10 a week elsewhere, alongside a three-year fuel tax freeze. For food, they propose making price gouging illegal on essential goods like groceries and power. For students specifically, they offer a 10% cut/relief to student loan balances for NZ-based graduates or those staying to work locally, plus free prescriptions and three free GP visits a year via a new Medicard.

  • National Party : Focuses broader cost-of-living relief through economic management, tax settings, and boosting market competition to drive down grocery prices (such as proposals to split up major supermarket wholesale/retail arms to increase market competition). Rather than universal student stipends or broad public transport subsidies, their approach to student incentives ties into post-study graduate frameworks and economic growth, while prioritizing infrastructure and roading investments over heavy public transport fare caps.

  • Green Party & Te Pāti Māori (typically): Generally advocate for broader systemic income support, pushing for universal or boosted student allowances rather than relying solely on student loans, alongside aggressive interventions in the housing/renting market (such as rent controls) and free or deeply discounted nationwide public transport.

  • New Zealand First : Tends to emphasize cost-of-living relief targeting seniors and working families, regional infrastructure, and practical domestic manufacturing/supplies to curb inflation on everyday essentials, with a more cautious approach to government spending and debt.

Would you like to explore how these policies specifically affect your current student loan and allowance eligibility , or dive deeper into a particular party's manifesto?

Ask anything

Captured 23 October 2026 · shown as Google AI Mode gave it, not a verified account

AI Overviews · No location

I'm a tertiary student renting a room, working part time and using a student loan. I am struggling to fit paid work around study. I am considering my vote in the 2026 New Zealand general election. What would parties do about food and transport costs for someone studying on a tight budget?

AI Overview

New Zealand's political parties offer distinct approaches to food and transport costs for students ahead of the 2026 General Election , ranging from market-based grocery reforms to direct transport fare caps and student income guarantees.


Transport Policies by Party

  • New Zealand Labour Party:

  • Proposes a weekly public-transport fare cap of $20 a week in Auckland, Wellington, and Christchurch, and $10 a week everywhere else in New Zealand.

  • Any eligible trips taken after reaching the weekly cap are free.

  • Green Party:

  • Proposes free public transport for students, apprentices, children, Community Services Card holders, and Total Mobility users.

  • Caps bus and train fares at $2 for everyone else.

  • Te Pāti Māori:

  • Supports free public transport for everyone over a staged 5-year rollout, prioritizing disabled people and low-income groups early.

  • The Opportunity Party (TOP):

  • Advocates for entirely fare-free public transport for all New Zealanders to reduce petrol reliance and ease access to study and work.

  • National Party / ACT / NZ First:

  • Focus more on broader infrastructure funding, roading, and tax relief rather than targeted free or capped public transport subsidies. ACT specifically opposes expanding government-funded transport services in favor of tax cuts and downsizing.


Food and Cost-of-Living Policies by Party

  • New Zealand Labour Party:

  • Proposes measures for fairer food prices and bans on grocery price gouging/hidden fees to target the supermarket duopoly, alongside a fuel tax freeze and 10% off student debt.

  • Green Party:

  • Proposes an Income Guarantee to ensure every student receives an adequate weekly income floor (historically pitched around $385/week) to cover food, rent, and basics without skipping meals.

  • Te Pāti Māori:

  • Proposes removing GST from all food , introducing a $30,000 tax-free income threshold, and implementing wealth tax structures to fund student and whānau support.

  • National Party:

  • Proposes breaking up the Foodstuffs supermarket cooperative (separating Pak'nSave from New World and Foursquare) to increase grocery competition and lower checkout prices.

  • ACT Party:

  • Argues that reducing general income taxes and cutting government spending is the best way to lower the cost of living for working and studying New Zealanders, rather than price controls or subsidies.


If you'd like to narrow this down, let me know:

  • Which region or city you are studying in (as local council and regional public transport networks vary)
  • Whether you want to look at student allowance and course-related cost policies as well

I can break down what specific candidates or parties are offering in your area.

Ask anything

Captured 23 October 2026 · shown as AI Overviews gave it, not a verified account