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'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, working part-time and relying on a student loan, two questions matter: which policies could reduce your weekly living costs, and which could reduce the amount of paid work you need to do while studying?

For the 2026 New Zealand general election, it's useful to compare parties on four things:

  • Food: GST, grocery competition, income support and help for people on low incomes.
  • Transport: student fares, public transport subsidies, fuel costs and the cost of getting to campus or work.
  • Study and income: student allowances, living-cost loan limits, eligibility rules and support for part-time workers.
  • Rent and the overall budget: whether other policies could free up money for groceries and travel.

One important distinction: a policy that makes buses cheaper helps only if you can use those buses. A policy that increases your income support may give you more flexibility to cut back on work hours, depending on your eligibility.

1. What the main parties are proposing

The election is scheduled for Saturday 7 November 2026. The following comparison uses published party policies and the 2026 election policy guide, checked in October 2026. Proposals are not guaranteed to become law, and coalition agreements can change them. The main parties vying to form New Zealand's next governmentPolicies for Party vote - NZ Election 2026

Transport: what could lower your weekly travel bill?

South Island Election Conference 2026

Labour — weekly fare caps

Labour proposes capping public transport fares at $20 a week in Auckland, Wellington and Christchurch, and $10 a week everywhere else, from 1 July 2027. Once you reach the cap, further covered trips that week would be free. This could help if you commute regularly to campus and work. Labour's Cost of Living PlanLabour's $20 Public Transport Fare Cap

Green Party NZ (@NZGreens) on X

Green Party — free public transport

The Greens advocate making public transport free as part of a broader programme to improve affordable, reliable transport. If implemented as proposed, this could reduce your bus and train spending substantially, though the practical details and timing matter. Manifesto 2026Policies for Party vote - NZ Election 2026

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

National — road-focused transport investment

The 2026 policy guide lists a proposal to focus the National Land Transport Fund on road infrastructure. National's published policy priorities also include road projects. This is a different emphasis from subsidising passengers' fares directly; check the party's latest transport commitments for any additional fare assistance. Policies for Party vote - NZ Election 20262026 Election Policy

New Zealand Legislative Election Winner 2026 Odds | Polymarket

ACT — lower-cost infrastructure and competition

The election policy guide includes proposals to require infrastructure projects to consider cheaper options. This is not the same as a direct discount on your bus fare, so the immediate effect on a student's weekly budget is less direct. Policies for Party vote - NZ Election 2026ACT New Zealand

For your situation, the practical question is whether your regular journeys would qualify for a fare cap or free fares, and when the policy would begin. A promise starting in 2027 would not reduce your costs immediately after the election.

Food: what could make groceries cheaper?

Green Party NZ (@NZGreens) on X

Green Party — publicly owned supermarket

The Greens propose creating KiwiMart, a publicly owned supermarket chain, by transferring at least 120 stores and distribution-centre capacity into public ownership. Their wider plan includes action against excessive supermarket pricing and more support for community food security. Greens launch plan to break up the supermarket duopoly and bring down the price of foodFood For All - The Green Party of Aotearoa New Zealand

South Island Election Conference 2026

Labour — change supermarket competition rules

Labour proposes separating the wholesale supply operations of Woolworths and Foodstuffs from their retail stores, improving access to wholesale groceries for smaller competitors, and banning certain supplier fees. It also proposes making excessive price gouging on essentials, including food, illegal. Labour's Cost of Living PlanRelease: Kiwis are paying higher prices for National's failures

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

National — separate supermarket chains

National proposes separating New World/Four Square and PAK’nSAVE into competing nationwide grocery chains, subject to an independent Commerce Commission assessment. The party estimates this could save shoppers an average of $560 a year. That is a party estimate, not a guaranteed saving for every household. More grocery competitionNational to pursue separation of Foodstuffs

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

New Zealand First — break up the supermarket duopoly

NZ First also proposes splitting Foodstuffs into two nationwide cooperatives, strengthening the powers of the Commerce Commission and Grocery Commissioner, and improving competition for food producers and shoppers. NZ First Campaign Policy Announcement: NZ First Will Break Up the Supermarket Duopoly, Bring Food Prices Down for KiwisOur Policy

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

ACT — make it easier for new supermarkets to open

ACT proposes a coordinated approval process to reduce the time and barriers involved in opening new supermarkets. Its approach relies on enabling more competitors to enter the market. ACT New Zealand

What this means for you: these parties largely frame grocery affordability around competition, but their methods differ. A supermarket restructure may take time to implement, and greater competition does not automatically guarantee lower prices on every item.

2. Would any policies help you keep more of your earnings?

Because you are studying, working part-time and using a student loan, this is worth examining alongside food and transport policies.

Party Relevant published proposal Potential relevance to you
National Reduce compulsory student-loan repayments from 12% to 10% for domestic borrowers from 1 April 2027. Back Pocket Boost for Graduates More take-home pay once you earn enough to make compulsory repayments. It does not increase your weekly student living-cost loan while studying.
Labour Reduce student debt by 10% for eligible borrowers, with different timing for graduates and current or future students. Labour's Cost of Living Plan Could reduce the balance you eventually repay, subject to the policy's eligibility and timing rules.
Greens Propose making the first $10,000 of income tax-free and cutting income tax for most taxpayers. The main parties vying to form New Zealand's next governmentManifesto 2026 Could increase take-home earnings, depending on your income and the final tax arrangements.

These are not directly equivalent benefits: a student-loan repayment reduction helps when repayments are due, while an income-tax change may affect earnings sooner. Neither should be assumed to reduce the number of work hours you need without looking at your actual income. Back Pocket Boost for GraduatesLabour's Cost of Living PlanThe main parties vying to form New Zealand's next government

3. The student-specific issue: financial support while studying

If your main problem is having to work so many hours that study suffers, look beyond grocery and transport policies.

Check each party's proposals on:

  • Student allowances and who qualifies for them.
  • The weekly student living-cost loan limit and whether it would increase.
  • Income thresholds and how part-time earnings affect student support.
  • Rent assistance or other help for students who live independently.
  • Whether support would be available during the academic year, including periods when study commitments are heaviest.

I haven't established a complete, verified party-by-party comparison of all those student-support rules from the published material reviewed here, so I wouldn't want to attribute a specific allowance increase or eligibility change to a party without confirming it.

4. Compare the policies against your actual weekly budget

A useful way to assess the proposals is to estimate how much money you could retain each week, rather than comparing headline promises.

Your weekly essentials

Enter rough figures in NZ dollars. This is a budgeting aid, not a forecast of election-policy savings.

Groceries per week

$100

$30

$100

$200

$30

$100

$200

$30

$100

$200

Public transport per week

$30

$0

$50

$100

$0

$50

$100

$0

$50

$100

Paid work hours per week

15 hours

0

15

35

0

15

35

0

15

35

Food and transport combined

Before rent, power and other costs

$130/week

A fare cap could matter if your current weekly fares exceed the proposed cap and your trips are covered.

Compare policies against my budget

5. Where to verify the details before voting

One final point: you don't have to judge a party by just one headline promise. Consider which policies would affect your budget directly, when they would start, who qualifies, and whether they would leave you with more time to study.

Ask anything

ChatGPT can make mistakes. Check important info.

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

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?

Navigating the juggle between renting, part-time work, and studying on a student loan is a familiar pressure point for many tertiary students in New Zealand. Heading into the 2026 New Zealand general election, political parties have proposed different approaches to addressing cost-of-living challenges, specifically touching on student finances, grocery costs, and transport.

The major parties’ stances and policy proposals relevant to your situation span several key areas:


1. Student Support, Loans, and Allowances

Balancing paid work around a heavy study load often stems from the limits of student financial support. Parties differ significantly on how to ease this pressure:

  • Labour: Has proposed cutting student loan repayment rates for domestic borrowers from 12% to 10% to leave more cash in your paycheck when you do work. They have also proposed a 10% cut to eligible student loan balances for graduates who stay in New Zealand for three years after finishing study.
  • Green Party: Focuses heavily on financial relief for students doing compulsory practical placements (such as nursing, teaching, and social work), pledging a $380-a-week stipend for those hours to help students who struggle to work while on placement, alongside relocation grants. They generally advocate for wider structural expansions to student allowances to reduce reliance on loans and part-time work.
  • National and ACT: Generally emphasize broader economic management, inflation control, and personal income tax adjustments rather than targeted student allowance expansions, arguing that keeping the economy stable and creating jobs is the best way to help students who want to work.

2. Transport Costs

Getting to campus, work, and your rental room eats up a substantial portion of a weekly budget.

  • Labour: Has pitched a specific public transport cost-of-living plan, proposing a cap on public transport fares (such as a cap of $20 a week in major centers like Auckland, Wellington, and Christchurch, and $10 elsewhere). For a student commuting daily, this type of cap aims to provide predictable, lower weekly transport expenses.
  • Greens / Te Pāti Māori: Historically and through ongoing policy platforms advocate for heavily subsidized or free public transport for tertiary students and youth, framing it as both a climate action and a student-support necessity.
  • National / ACT: Typically favor targeted transport funding focused heavily on roading infrastructure, maintenance, and congestion management, while scaling back broad universal subsidies in favor of fiscally constrained approaches.

3. Food and Grocery Costs

With rent taking up a major slice of a student budget, food is often where corners get cut.

  • Green Party: Has targeted the supermarket duopoly directly, proposing legislation to crack down on "unreasonable prices for groceries" and introducing measures aimed at regulating supermarket profit margins and supply chain costs.
  • Labour: Focuses on broader cost-of-living relief packages (such as free GP visits and energy-saving home initiatives) to free up disposable household income, alongside general Commerce Commission oversight of the grocery sector to keep food prices competitive.
  • National: Focuses on dampening inflation through fiscal discipline, regulatory reform in the supply chain, and boosting economic productivity to bring down the general cost of goods over time without direct price controls.

Summary for Your Situation

  • If your primary bottleneck is public transport costs, policies like Labour's fare caps or the Greens' transport subsidies directly target weekly commuting overheads.
  • If your primary bottleneck is studying versus working hours, parties like the Greens are targeting specific relief for unpaid/low-paid placement hours, while Labour focuses on reducing future loan repayment pressure.
  • If you are studying a specific vocational or professional course involving heavy placement hours, checking individual party manifestos for targeted industry support may heavily influence your vote.

Are you studying a specific type of course (like nursing, education, or a general degree) where placement hours or course-specific costs are your main barrier to working?

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'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?

Navigating the squeeze of rent, part-time work, and study is a classic student tightrope. For the 2026 general election, New Zealand’s political parties have laid out distinct approaches that directly or indirectly impact student budgets, food costs, and transport.

An overview of what major and minor parties are proposing regarding these cost-of-living pressures reveals how their policies align with a student lifestyle:

The Labour Party

  • Transport & Cost of Living: Labour’s Cost of Living Action Plan features capped public transport fares alongside a three-year fuel tax freeze and three free GP visits a year to relieve daily cash-flow strains.

  • Student Loans & Debt: Labour pledged to wipe 10% off the student loan balances of New Zealand-based graduates (and clear balances of $2,000 or less entirely). While this targets graduates rather than current student-loan accumulators directly, it signals longer-term debt reduction for those staying in NZ.

The National Party

  • Student Loans & Earnings: National has proposed cutting the compulsory student loan repayment rate from 12% to 10% for graduates who stay and work in New Zealand (effective April 2027). While this is designed to put more money back into the pockets of young professionals once they graduate and start working, it doesn't immediately change weekly living allowances or course-related costs while you are actively studying and earning a lower part-time wage.

  • Food Costs: National has focused on tackling supermarket duopolies and grocery competition (such as proposals regarding major supermarket separation) to drive down checkout prices.

The Green Party

  • Student Support & Allowances: The Greens have targeted financial hardship for students undertaking compulsory practical placements (such as those training in nursing, teaching, midwifery, and social work), pledging a universal $380-a-week payment during placement periods plus relocation grants. For general students, the party historically advocates for a universal, accessible student allowance available to all without parental-income tests.

The Opportunities Party (TOP)

  • Student Allowances & Transport: TOP has advocated for structural tax resets and universal student allowances for everyone studying without strict parent-income "hoops to jump through," aiming to slash debt accumulation. They also back free public transport proposals and grocery/utility competition reforms to shave weekly baseline expenses.

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

  • What field or type of study are you doing (e.g., an essential profession like nursing/teaching, or general degree)?
  • Do you currently rely more heavily on public transport or a car/petrol to get to campus?

I can provide a more tailored look at how specific party packages impact your exact weekly expenses.

Ask anything

Captured 19 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

In the 2026 New Zealand general election , political parties offer different approaches to student budgets, focusing on public transport, food prices, and student debt or allowances.

Transport Costs

  • The Labour Party: Proposes a weekly public transport fare cap starting July 2027 of $20 a week in Auckland, Wellington, and Christchurch, and $10 a week elsewhere.
  • The Green Party: Pledges completely free public transport for students, apprentices, children, Community Services Card holders, and Total Mobility users, with a maximum $2 fare for all other adults.
  • The Opportunity Party (TOP): Proposes fare-free public transport for everyone.
  • National / ACT: Focus on broader roading, infrastructure, and network funding rather than targeted universal free fares or caps for students.

Food and Cost of Living

  • The Labour Party: Targets the supermarket duopoly with anti-price-gouging rules and plans to break up or promote competition for major wholesale/retail arms (Foodstuffs and Woolworths), alongside broader measures like a fuel tax freeze.
  • Te Pāti Māori: Proposes removing GST from food for individuals earning under $60,000 and implementing a rent freeze.
  • The Green Party / Labour: Support broader economic and welfare support, though specific direct food-grant policies for general tertiary flatters vary by manifesto.
  • National / ACT: Emphasize general economic management, reining in inflation, and structural grocery competition reforms rather than direct food subsidies or GST cuts on food.

Student Loans and Support

  • The Labour Party: Proposes writing off 10% of student loan balances for current and future New Zealand-based tax residents (and full write-off for loans with $2,000 or less remaining), alongside the shifting landscape of fees-free policies.
  • The Green Party: Campaign for reintroducing or expanding universal student allowances and fees-free tertiary policies.
  • National: Emphasize lower student loan repayment frameworks and broader job growth rather than debt write-offs.

Would you like to compare specific party policies on student allowances/welfare or look closer at how regional council fare schemes work in your specific area?

Ask anything

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