Evidence · NZ Election 2026 · Edition 7

Every question and original answer

Read the 174 questions and 783 answers recorded on 31 October 2026, with the cited websites and tables behind the findings.

questions
174
answers saved
783
collected
31 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, listing its cited websites, visible links and whether source information was available.

    answerId, capture, domains, urls, literalUrls, origin

  • Answers compared across editions

    pairs.csv

    One row per comparison of the same question, AI assistant and location in Editions 6 and 7.

    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

  • 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, rationale, review_provenance, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction

  • 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

  • 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, caveat

  • What changed for each voter

    case-decisions.csv

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

    case, assessment, quote, earlier_quote, draft_id, scenario, result_id, earlier_result_id, current_review_provenance, earlier_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, common_6_7, complete, national_result_id, city_result_id, same_text, same_party_set, same_displayed_party_set

  • Party counts by topic

    issue-tables.csv

    One row per topic and edition, counting all saved answers in that edition.

    issue, edition, answers, median_words, party_counts

  • 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

  • Changes between repeated answers

    pair-metrics.csv

    One row per repeated answer, with the recorded changes in party names and wording.

    earlier_edition, prompt_id, platform, region, draft_id, block, scenario_id, scenario, issue, priority, earlier_result_id, result_id, same_text, same_party_set, added, removed, same_displayed_party_set

  • 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

  • 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

  • Party-name context checks

    party-identity-decisions.csv

    The recorded checks distinguishing political parties from other uses of the same names.

    id, party, contexts, entityId, counted, reason, scope

  • Websites cited across editions

    source-reach-tables.csv

    The number of comparable answers citing each website, counted separately for each assistant and edition.

    edition, scope, assistant, domain, answers, totalAnswers

  • 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?

2026 New Zealand election: food and transport costs for tertiary students

If you're renting a room, studying, working part-time and relying on a student loan, two election issues are particularly important: how much of your weekly budget goes on essentials, and how much time you have to earn money while keeping up with study.

It's worth looking beyond headline promises about tax cuts or economic growth. For your circumstances, the practical questions are:

  • Will groceries become more affordable?
  • Will public transport cost less, particularly for students?
  • Will petrol, car ownership or commuting become more affordable?
  • Will you have more money left after rent, food and transport?
  • Will any assistance actually be available to tertiary students, including those receiving student loans?

I'll distinguish between policies already announced, existing government arrangements and proposals that still need confirmation. A campaign promise is not the same as a policy already in force.

1. Food and grocery costs

The main disagreement is about how to make supermarkets cheaper: increase competition, regulate supermarket pricing, or create publicly or community-owned alternatives.

mindtrip

National

Would separate PAK'nSAVE from New World, subject to the Commerce Commission finding that the change would benefit shoppers. The aim is to increase competition and improve prices, specials and product range. 2026 Election PolicyElection 2026: How the main parties plan to improve the grocery sector

Cost of Living in New Zealand 2026: Groceries, Rent & Food Budgets | NZ Navigator

Labour

Would make supermarket competition fairer by requiring the major supermarket groups to provide wholesale supply to smaller competitors on fair terms. It also proposes banning excessive pricing on essential goods, including groceries, and penalising companies that overcharge. Labour's Cost of Living PlanElection 2026: How the main parties plan to improve the grocery sector

What a basket of essential groceries costs around the world today | lovemoney.com

Green Party

Proposes creating KiwiMart, a publicly owned supermarket chain, by acquiring 120 stores and two distribution centres from the existing supermarket groups. It also wants stronger rules against excessive supermarket pricing, alongside more support for local food production. Greens launch plan to break up the supermarket duopoly and bring down the price of foodElection 2026: How the main parties plan to improve the grocery sector

Kaiapoi Saturday Market - Visit Waimakariri

Te Pāti Māori

Proposes a $3.1 billion Kai Sovereignty package, supporting Māori-owned supermarkets and food businesses. It also proposes a kai tax credit for people earning $60,000 or less, worth up to eight weeks of food a year. Election 2026: How the main parties plan to improve the grocery sector

What a basket of essential groceries costs around the world today | lovemoney.com

New Zealand First

Wants to break up Foodstuffs into separate New World/Four Square and PAK'nSAVE cooperatives to compete with Woolworths. It also proposes stronger Commerce Commission enforcement and penalties for serious breaches. GroceryElection 2026: How the main parties plan to improve the grocery sector

Four Square Tekapo | What to Know Before You Go

ACT

Emphasises competition through a faster, one-stop approval process for new supermarket competitors, rather than direct government intervention in supermarket ownership or pricing. Policies for Party vote - NZ Election 2026Election policy tracker: what the parties are promising

What this could mean for you: Te Pāti Māori's proposed food credit is particularly relevant to someone on a low income, provided you meet its eligibility conditions. The other approaches aim to change the market and potentially lower prices for shoppers generally. None guarantees an immediate reduction in your weekly grocery bill.

2. Transport costs

This is an important issue if you need to commute to classes and work. A policy that reduces fares could also mean fewer paid work hours needed to cover travel.

Party Proposed approach
National Focuses on roads, infrastructure and transport safety. No comparable student fare subsidy is a defining election promise.
Labour Caps eligible public transport fares at $20 per week in Auckland, Wellington and Christchurch, and $10 elsewhere.
Greens Free buses and trains for students, children, apprentices, Community Services Card holders and some other groups; $2 maximum fares for other adults.
Te Pāti Māori Includes transport affordability in its cost-of-living platform, although the student-specific fare arrangements need checking against its detailed policy.
ACT Focuses more on road infrastructure and individual choice than subsidised public transport fares.
NZ First Focuses on transport infrastructure and domestic fuel and energy security rather than a specific student fare subsidy.

Sources: Which Party Should I Vote For? Your Guide to the 2026 ElectionGreen Party launches the transport plan to combat fossil fuel crisisPolicies for Party vote - NZ Election 2026

What the two main fare proposals could mean

Labour

$20

Maximum weekly eligible fares in Auckland, Wellington and Christchurch

Greens

$0

Bus and train fares for eligible tertiary students

These are proposed policies, not current fare entitlements. Labour's proposed cap starts 1 July 2027. Green eligibility and implementation would depend on the policy being adopted.

Labour's Cost of Living PlanGreen Party launches the transport plan to combat fossil fuel crisis

One important distinction: Labour's proposal is a weekly spending cap, not necessarily free travel for students. The Greens' proposal is specifically designed to remove fares for students who qualify.

If you drive rather than use buses or trains, Labour also proposes freezing fuel tax for three years. That could help motorists, although it would not directly cap the price of petrol. Labour's Cost of Living Plan

3. What about other parties and your part-time income?

Two further differences are worth considering.

4. Comparing the policies against your circumstances

Here's a practical way to look at the differences.

Your concern Policies worth examining
Weekly grocery bill Te Pāti Māori food credit; Greens' KiwiMart; Labour's grocery reforms
Weekly bus or train fares Greens' free student travel; Labour's weekly fare cap
Petrol and driving Labour's fuel-tax freeze; NZ First's fuel proposals
Keeping more part-time wages Te Pāti Māori's tax-free threshold; Greens' first $10,000 tax-free
Reducing the burden of study Greens' Fees Free restoration and debt-free education objectives
Reducing compulsory university costs ACT's voluntary Student Services Fees proposal

One additional consideration: Labour proposes a 10% student-loan balance reduction for eligible graduates already repaying, and for current and future students who remain in New Zealand for three years after finishing their studies. National instead proposes reducing compulsory student-loan repayments from 12% to 10% of income above the repayment threshold for New Zealand-based borrowers. These are quite different forms of assistance, and neither immediately reduces your grocery or transport spending while studying. Make a PlanWhich Party Should I Vote For? Your Guide to the 2026 Election

5. Questions I'd suggest asking before voting

Given that you're juggling study, rent and paid work, I would pay particular attention to these questions:

  1. Eligibility: Does the policy cover all tertiary students, or only full-time students, apprentices or Community Services Card holders?
  2. Timing: Does assistance begin in 2027 or later, or will it make a difference during your current studies?
  3. Actual savings: How much could you realistically save each week on food and commuting?
  4. Work flexibility: Does the party have other proposals that might improve student incomes or reduce financial pressure to work extra hours?
  5. Funding: How will the party pay for its proposals, and what other services or taxes might change?

For an independent comparison, I'd particularly recommend Policy.nz's 2026 election policy comparison and the Victoria University student election guide. The latter is particularly useful for student-specific issues. The election is scheduled for 7 November 2026, and policies can still change before then. Policies for Party vote - NZ Election 2026Which Party Should I Vote For? Your Guide to the 2026 Election

6. Let's make the comparison more useful for your weekly budget

There is a difference between a policy that sounds good nationally and one that actually saves you money each week.

I can help calculate the potential impact of these proposals using a realistic student budget, without assuming which party you should vote for.

One question to start: How do you usually get to your tertiary institution and part-time job?

  • Public bus or train
  • Car (petrol)
  • Walking or cycling
  • A mixture of public transport and other options

That will help establish which transport proposals could make a tangible difference to your finances.

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?

Balancing part-time work, studies, and renting on a tight student budget is a major squeeze, especially with the cost of living. Heading into the 2026 New Zealand general election, political parties have proposed very different approaches to easing financial pressure on tertiary students—focusing on food, transport, and student finances.

Here is an overview of what the major parties are offering that directly impacts a student living on a tight budget:


1. Transport Costs

Getting to lectures, placements, and part-time work takes a heavy toll on weekly expenses. Parties diverge significantly on how to address this:

  • Labour: Proposes direct relief for commuters by capping public transport fares at $20 a week in main urban centers (Auckland, Wellington, and Christchurch) and $10 a week elsewhere. They also promise to freeze fuel tax for three years for those who rely on a car.
  • The Greens & Te Pāti Māori: Focus heavily on expanding public transport affordability, low-emissions transport networks, and integrating transport into wider cost-of-living and climate relief packages.
  • National, ACT, & NZ First: Generally do not center their campaigns on universal or student-specific public transport subsidies, instead focusing transport policy on infrastructure (like roads), reducing government spending, and broader economic management to lower costs overall.

2. Food & Grocery Costs

With food inflation hitting household budgets hard, parties are targeting the grocery sector differently:

  • National: Proposes structural changes to supermarket competition—specifically pursuing the structural separation of major entities (like New World and PAK'nSAVE) to force them to compete more aggressively on pricing, specials, and product ranges.
  • Labour: Promises to ban price-gouging on essentials, take on the supermarket duopoly, and give independent grocers fairer access to wholesale supplies to lower everyday checkout bills.
  • The Greens & Te Pāti Māori: Tend to advocate for broader interventions, such as removing GST off basic food items or implementing income floors (like a guaranteed minimum income) to ensure everyone can afford essentials.

3. Student Loan & Income Support Policies

Because fitting in paid work around a heavy study load is difficult, your cash flow depends heavily on student allowances, loans, and post-study debt repayment:

  • The Greens: Feature some of the most explicit tertiary-focused policies, pushing to restore and expand financial support, expand energy/cost-of-living assistance, and move step-by-step toward debt-free tertiary education.
  • Labour: Includes targeted student-loan relief, such as cutting student loan balances by 10% for eligible borrowers who stay and work in New Zealand, alongside wider cost-of-living measures like free GP visits and prescriptions to reduce incidental health costs.
  • National: Focuses its student-related support on post-study incentives—allowing graduates with student loans to keep more of what they earn as they enter the workforce, alongside an emphasis on growing the economy to create better post-graduation job pathways.

Deciding Where Your Vote Goes

When weighing your options, consider which part of your budget causes the most stress:

  1. Direct Weekly Relief: If immediate cash-flow relief on fixed expenses (like capped public transport or cheaper doctor visits) is your priority, center-left parties like Labour and the Greens offer more targeted, interventionist subsidies.
  2. Long-Term Economic/Debt Focus: If you are more focused on graduate earning potential, keeping more of your pay, and broad economic growth to drive down baseline costs, center-right parties like National lean into those mechanisms.

Are you looking for more details on a specific party's platform, or is there another part of your student budget (like accommodation or power bills) you'd like to compare?

Ask Gemini

Gemini is AI and can make mistakes.

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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 rent, part-time work, study, and a student loan is a classic and stressful squeeze. As you weigh your options for the 2026 New Zealand general election , different political parties are pitching distinct approaches to the cost of living, transport, and student support.

Here is how major parties are approaching food, transport, and general budget pressures relevant to tertiary students:

  • New Zealand Labour Party: Labour’s cost-of-living package includes a $20 weekly public transport fare cap , a three-year fuel tax freeze, and plans targeting supermarket "price gouging" to drive down grocery costs. They also propose cutting student debt measures and broader healthcare relief like free prescriptions and select free GP visits.

  • Green Party: The Greens have pledged to make public transport entirely free for students , apprentices, and Community Service Card holders, while capping fares at $2 for everyone else. For food and income, they generally advocate for lifting core benefit and student support levels and addressing systemic food insecurity through income-boosting measures.

  • New Zealand National Party: National emphasizes broader macroeconomic management—focusing on bringing down inflation, growing the economy, and holding the line with no new taxes. They point to previous adjustments like income tax relief and regional fuel tax cuts as their method of easing overall household cost pressures, rather than targeted student-specific allowances or sector-wide transport subsidies.

  • ACT New Zealand: ACT focuses heavily on cutting government spending, reducing regulations, and reforming taxes to spur economic growth and lower costs broadly. They emphasize market competition and individual wealth-building rather than direct subsidies or market interventions for groceries or student transport.

Would you like to narrow this down by exploring specific party manifestos further, or are there particular costs (like accommodation or course-related costs) you'd like to compare across the political spectrum?

Ask anything

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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

Balancing study, part-time work, and living on a tight student budget is incredibly tough, especially when food and transport costs consume a major share of your weekly income.

For the 2026 general election , the major political parties have proposed distinctly different platforms to handle cost-of-living pressures for students. While the left-leaning parties focus heavily on direct public subsidies for grocery structures and transport costs, the current government parties focus on targeted tax credits and reducing student loan repayment rates once you graduate.

Public Transport Costs

If you rely heavily on buses or trains to get to campus or work, the platforms offer varying levels of immediate financial relief:

  • The Green Party: Promises completely free public transport for all tertiary students, apprentices, and Community Service Card holders. They also propose a maximum $2 fare cap per journey for the general public. 1news.co.nz

  • Labour Party: Proposes a weekly public transport fare cap starting 1 July 2027. Under Labour's Cost of Living Plan, the most you would pay is $20 a week if flatting in Auckland, Wellington, or Christchurch, and $10 a week everywhere else in New Zealand. Once you hit the cap, all remaining trips that week become free. labour.org.nz

  • National Party & ACT (Current Government): Reject broad public transport subsidies, calling them an "open-slather money bazooka". They instead favour targeted in-work tax credits and infrastructure investments. whichparty.nz

Food & Groceries

Supermarket prices are a critical pressure point when you're working limited hours. The parties approach this through market regulations and direct interventions:

  • The Green Party: Has the most interventionist stance, proposing to nationalise at least 120 Woolworths and Foodstuffs stores to establish a state-owned, low-cost supermarket chain called "KiwiMart". They also pledge to double the cap on food grants from Work and Income for students and low-income individuals in crisis.

  • Labour Party: Focuses on market regulation by promising to make price gouging illegal for big supermarket chains. They also want to pass a "supermarket split," forcing a separation between the retail and wholesale arms of Foodstuffs and Woolworths to give independent grocers cheaper access to stock, driving down shelf prices.

  • National Party: Focuses similarly on increasing competition by pushing to split up or heavily regulate supermarket land-banking and distribution monopolies, preferring market-driven pricing rather than direct price caps or state-owned stores.

Student Loans & Debt Relief

While not affecting your daily food shop, student loan structures impact how much cash you keep in hand or how much debt you carry:

  • National Party: Promises the Back Pocket Boost for Graduates, which reduces the compulsory student loan repayment rate from 12% to 10% starting 1 April 2027. If you stay in New Zealand after graduating, this lets you keep more of your paycheck, though they are introducing harsher interest penalties (adding 1%) for those who move overseas. national.org.nz

  • Labour Party: Promises to write off 10% of student loan balances for current and future graduates who remain in New Zealand for tax purposes for three years post-study. Balances of $2,000 or less would be wiped entirely.


If you want to look deeper into a specific area, let me know:

  • Which region or city you are studying in (to see how the transport caps or local networks change things)?

  • Your approximate weekly transport use so we can calculate your exact projected savings under different policies?

  • Whether you receive a Student Allowance or just the Student Loan living costs component? greens.org.nz

Ask anything

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