Evidence · NZ Election 2026 · Edition 3

Every question, every answer, every source

All 174 questions and the 793 answers produced on 16 October 2026. The 27 remaining cells produced no AI Overview.

questions
174
answers saved
793
collected
16 Oct 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

    nz-election-2026-questions.csv

    One row per unchanged question.

    id, draft, text, voterCode, issue, towns

  • Answers

    nz-election-2026-answers.csv

    One row per produced answer, with its complete original text. Parties covers all 17 tracked parties; displayed parties covers the seven charted parties.

    result id, prompt id, draft id, scenario id, platform, region, words, parties, displayed parties, literal url answer, temporal pair, common four platforms, response text

  • Sources by answer

    nz-election-2026-sources.csv

    One row per website associated with an answer; repeated citations count once.

    answer id, question id, assistant, region, domain, publisher

  • Checks against official sources

    nz-election-2026-checks.csv

    One row per reviewed claim and assistant, including cells where the assertion was not stated.

    checkId, claimToTest, category, answerId, questionId, assistant, assertionPresent, assertion, verdict, whatTheSourceSays, checkedOn, evidence

  • Who to vote for: coding

    nz-election-2026-guidance.csv

    One row per manually reviewed guidance answer. Codes overlap; original answers supply the evidence.

    draft, assistant, q, voter, a, declined, matched, shortlist, asked, chose, extract

  • Location and national answers

    nz-election-2026-towns.csv

    One row per matched national/location pair in this edition.

    edition, prompt id, platform, city region, national result id, city result id, same party names, same text

  • Changes between editions

    nz-election-2026-comparisons.csv

    All 17 tracked parties; one row per identical question, assistant and location across the 12 and 16 October collections. Earlier coding restated after the 20 October identity correction.

    earlier edition, prompt id, platform, region, draft id, block, scenario id, scenario, issue, priority, earlier result id, current result id, same party set, added, removed, earlier parties, current parties

  • No AI Overview produced

    nz-election-2026-coverage.csv

    One row per planned cell where no AI Overview was produced.

    questionId, assistant, collectionSetting, askedFrom, availability

  • Party-identity corrections

    nz-election-2026-party-identity-corrections.csv

    Ten reviewed false matches removed from the restated Edition 2 and current Edition 3 comparisons; original answer text is unchanged.

    edition, result id, party, before present, include, reason, reviewer, reviewed on

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?

If your main question is “which parties would most directly reduce my weekly food and transport costs while I’m studying and working part-time?”, there is a fairly clear policy divide in the 2026 campaign.

The election is 7 November 2026, and because you're a student renting and relying partly on a student loan, I’d look at three things separately: groceries, getting to study/work, and whether your income/student debt changes. Reuters

At a glance

Party Food/groceries Transport Particularly relevant to a student
Labour Strong competition rules; ban price-gouging on essentials $20/week cap in Auckland/Wellington/Christchurch, $10 elsewhere; freeze fuel-tax increases for 3 years 10% student-loan reduction under eligibility rules
Greens Most interventionist: publicly owned KiwiMart, price controls, food grants/community food funding Free bus/train travel for students; $2 cap for most others Free public transport is especially significant; broader tertiary support
National Separate New World and PAK'nSAVE to increase competition Emphasis on roads/infrastructure; no equivalent nationwide fare cap Graduate “Back Pocket Boost”; no new taxes
NZ First Break up Foodstuffs and the supermarket duopoly; stronger Commerce Commission powers More focused on transport infrastructure/fuel affordability than cheap public-transport fares Less directly targeted at students
ACT Competition/free-market approach rather than direct grocery subsidies Roads, cheaper vehicle supply and infrastructure; no comparable student fare subsidy Would make compulsory student-services fees voluntary

Labour: probably the biggest direct saving on ordinary weekly expenses

For someone who uses buses or trains regularly, Labour has one of the clearest measurable offers. From 1 July 2027 it proposes a weekly public-transport cap of $20 in Auckland, Wellington and Christchurch and $10 everywhere else. Once you hit the cap, eligible additional trips that week would be free. Labour estimates an average saving of about $25 a week, although your actual saving would depend heavily on where and how much you travel. Labour Party

It would also freeze fuel excise tax for three years and introduce measures against fuel companies overcharging customers. That's more useful if you drive rather than rely on public transport. Labour Party

On food, Labour proposes:

  • Making price-gouging on essentials, including groceries, illegal.
  • Giving the Commerce Commission stronger enforcement powers.
  • Requiring the major supermarkets to open up wholesale supply to smaller competitors.
  • Banning certain fees charged to food suppliers.

The aim is to increase competition rather than give students a specific grocery payment. Labour Party

There's also a potentially important student-loan benefit: Labour proposes cutting eligible student-loan balances by 10%. For current/future students, the reduction would occur after three years based in New Zealand following study; the policy retains income-based repayments. Labour Party

For your situation: Labour's strongest advantage is that it targets recurring weekly costs—particularly if you use public transport—and also addresses your longer-term student debt.

Greens: the strongest direct transport offer for students

The Greens are much more aggressive on transport affordability. They propose free bus and train travel for students, as well as children, apprentices, Community Service Card holders and Total Mobility users. Most other adults would face a maximum $2 fare per journey. They also propose substantially expanding bus services and passenger rail. Green Party of Aotearoa New Zealand

For a student who currently spends, say, $30–50+ a week travelling between home, campus and work, free public transport could be a very substantial saving. The catch is that this is a major spending programme and would depend on the Greens being able to implement and fund it as proposed.

Their food policy is also the most interventionist. The Greens propose:

  • A publicly owned supermarket chain, KiwiMart.
  • A ban on excessive supermarket prices.
  • Greater transparency around supermarket margins.
  • Stronger Commerce Commission powers and penalties.
  • A $150 million Fair Food Fund.
  • Doubling the Work and Income food-grant cap.
  • More funding for food banks and community food initiatives. Green Party of Aotearoa New Zealand

So if your priority is “I need my supermarket bill and bus fare down now”, the Greens have the most direct proposals.

National: lower-tax/competition approach rather than subsidising your weekly costs

National's approach is different. It is promising no new taxes, arguing that people will be better off by keeping more of their earnings and through economic growth and wage increases. National Party

On groceries, National proposes separating New World and PAK'nSAVE so they compete more directly, with the objective of producing better prices, specials and choice. National Party

On transport, National isn't offering a student fare subsidy comparable with Labour or the Greens. Its emphasis is much more on roads, infrastructure and keeping the transport network functioning. It has also already cancelled a planned 12c/litre fuel-excise increase for January 2027; the next increase is instead scheduled for 2028. National Party

National also has a “Back Pocket Boost for Graduates” aimed at people with student loans, although that's more about what happens when you graduate/work than immediate help with your current weekly budget. National Party

For your situation: National's argument is essentially that you are better helped by lower taxes, economic growth and competition, rather than government directly subsidising your bus fares or groceries.

NZ First: strong on supermarket competition

NZ First is particularly relevant to the food part of your question. It proposes breaking up Foodstuffs into separate nationwide cooperatives based around New World/Four Square and PAK'nSAVE, putting them into stronger competition with Woolworths. It also proposes tougher Commerce Commission and Grocery Commissioner powers. New Zealand First

That's broadly similar in objective to National's supermarket proposal, but NZ First proposes a more extensive structural break-up.

Its transport approach isn't as directly targeted at reducing a student's weekly public-transport bill as Labour's or the Greens'.

ACT: less direct help with food and public-transport fares

ACT's philosophy is primarily to make government spending and infrastructure more efficient rather than subsidise individual transport users. Its 2026 transport proposal concentrates on cheaper, simpler infrastructure, protecting road-maintenance funding and avoiding rules that make vehicles more expensive. ACT New Zealand

One thing that is unusually relevant to you as a student is ACT's proposal to make student-services fees voluntary, rather than compulsory. ACT says this could reduce what students pay or borrow for services they don't want, although the actual saving would depend on your institution and which services you choose. ACT New Zealand

It isn't, however, a direct answer to a $150 grocery bill or weekly bus fares in the way the Greens' and Labour's policies are.

What this means for your budget

I'd frame the choice this way:

  • If public transport is a big part of your weekly expenses: the Greens have the strongest direct proposal because students would travel free; Labour is next with its weekly fare cap.
  • If you drive: Labour's three-year fuel-tax freeze is more directly relevant; National has also committed to no fuel-tax increase in 2027, while ACT is particularly focused on vehicle and road costs. Labour Party
  • If groceries are your biggest problem: Greens have the most aggressive intervention; NZ First and National favour supermarket restructuring/competition; Labour combines competition reforms with an anti-price-gouging regime.
  • If student debt matters most: Labour's proposed 10% loan reduction is potentially significant, but it's mainly a post-study benefit for current students rather than cash in your pocket this semester. Labour Party
  • If you want to work fewer hours while studying: policies that reduce recurring expenses—especially transport—may matter more to you than policies that only increase your income. That's an important distinction when comparing these parties.

One caution: a party promising cheaper groceries isn't the same as a guaranteed reduction in your supermarket bill. Competition reforms, supermarket break-ups and price-gouging laws could affect prices, but the size and speed of any saving is uncertain. The public-transport proposals are easier to translate into a personal budget because the fare itself is specified.

If you tell me roughly how much you currently spend per week on groceries, transport, rent and study-related costs, I can turn the 2026 party policies into a “what would this mean for my weekly budget?” comparison, without telling you which party to vote for.

Ask anything

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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?

For a tertiary student in New Zealand balancing part-time work, a student loan, and high living costs, the 2026 general election features distinct approaches from the major political parties regarding the core pressures of food, transport, and student finances.

The policies proposed by the key political blocks shape up across several main areas:


1. Transport Costs (Getting to Class and Work)

Transport is a major weekly expense if you commute to campus or a job. Parties differ sharply on how—or whether—to subsidize it:

  • Labour: Has proposed targeted public transport relief, featuring a capped public transport fare scheme ($20 maximum per week in major centers like Auckland, Wellington, and Christchurch, and $10 elsewhere).
  • The Greens & Te Pāti Māori: Emphasize heavily subsidized or free public transport networks as part of their climate and cost-of-living frameworks, aiming to lower commuting barriers for students and low-income earners.
  • National, ACT, & NZ First: Do not prioritize broad public transport subsidies for students in their core platforms. National’s transport focus leans more toward infrastructure, roads, and general economic management rather than direct fare-caps.

2. Food and Grocery Costs

With food inflation squeezing student budgets, parties are proposing different structural solutions for the checkout line:

  • Labour: Proposes a "fairer food prices" package aimed at addressing supermarket duopoly behavior and grocery costs.
  • National: Focuses on increasing grocery competition by taking regulatory steps to force major supermarket giants (like New World and PAK'nSAVE’s parent structures) to compete more aggressively against each other to drive down prices and improve specials.
  • The Greens: Generally advocate for structural market interventions, such as investigating food sector margins and expanding direct support or income assistance for low-income households.

3. Student Loan, Allowance, and Income Pressures

Because your income is constrained by the hours you can study, your net take-home pay and loan mechanics matter heavily:

  • The Greens: Feature the most expansive tertiary-specific student support policy platform this election cycle, advocating for the return of universal student allowances, restoring full Fees-Free schemes, and moving toward a long-term goal of debt-free tertiary education.
  • National: Focuses relief on the post-study or graduate phase rather than increasing student allowances while studying. They have pitched a "Back Pocket Boost for Graduates," which includes lowering the compulsory student loan repayment rate from 12% to 10% for New Zealand-based borrowers (giving working graduates a bit more cash flow once earning) alongside stricter measures for overseas-based borrowers.
  • Labour: Has also incorporated student debt adjustments into their wider cost-of-living and youth plans, alongside broader worker protections.

Summary Checklist for Your Vote

When deciding how to cast your party vote, consider which pinch-point hurts your budget the most:

  • If you want direct relief at the cash register or the bus terminal, center-left parties (Labour, Greens) offer direct caps on fares and grocery market interventions.
  • If you want market-driven grocery solutions and future post-study take-home pay boosts, center-right parties (National) lean toward competition laws and reducing student loan repayment friction once you enter the workforce.
  • If you want overhauled student allowances and systemic income support while studying, parties like the Greens place tertiary student welfare front and center.

Are you leaning more toward policies that target your immediate weekly out-of-pocket costs (like transport and food), or are you more focused on long-term student debt and income structures?

Ask Gemini

Gemini is AI and can make mistakes.

Captured 16 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?

New Zealand political parties approach student living, food, and transport costs through broader cost-of-living frameworks and targeted income support packages rather than isolated student-specific grocery subsidies.

Because New Zealand is approaching the 2026 general election, major political parties have outlined distinct approaches via broader economic policy, public transport initiatives, and student support settings administered through StudyLink.

Overview of Party Approaches to Cost of Living Pressures

  • New Zealand Labour Party: Focuses heavily on direct cost-of-living relief via broader household policies. Their recent platform includes commitments to capped public transport fares, fuel tax freezes, and measures targeting grocery and power pricing. While general student allowances are tied to main welfare settings, Labour typically favors expanding baseline support and maintaining or increasing access to student allowances rather than relying solely on student loans.

  • National Party / Coalition Government: Focuses on economic management, inflation reduction, and income tax adjustments to increase net take-home pay for working individuals. Their approach relies on creating economic conditions that lower overall inflation rather than broad market interventions or direct price controls on food, alongside existing StudyLink student loan and allowance parameters for tertiary support.

  • Green Party & Te Pāti Māori: Advocate for structural changes such as introducing a universal, non-repayable student allowance for all tertiary students (removing parental income testing and debt reliance) alongside targeted public transport initiatives like half-price or free public transport for community card holders, students, and young people to structurally reduce the cost burden of studying.

Direct Comparison of Policy Directions

Policy Area Left/Centre-Left Parties (Labour, Greens, TPā Māori) Centre-Right/National Coalition
Transport Costs Favor permanent public transport fare caps, community/student concessions, and lower regional transit costs. Favor targeted regional investment and user-pays models with constrained broad subsidies.
Food & Grocery Costs Address via market competition probes (Supermarket duopoly oversight), GST adjustments, or broad cost-of-living payments. Address via macro-economic inflation controls and regulatory ease to encourage competitive supply chains.
Student Support Propose expanding eligibility for non-repayable Student Allowances and increasing weekly caps. Maintain current StudyLink loan/allowance structures while emphasizing part-time work pathways and tax relief.

If you want to narrow this down based on your specific situation, tell me:

  • Are you currently eligible for a Student Allowance or solely relying on the Student Loan living cost component?
  • Which region or type of public transport do you rely on to get to your tertiary institution?
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

Political parties in the 2026 New Zealand general election offer different approaches to managing student living, food, and transport costs.


Transport Costs (Public Transport & Fares)

  • The Green Party: Proposes making public transport completely free for students, apprentices, Community Services Card holders, and everyone under 18, while capping adult fares at $2.
  • The Labour Party: Pledges a nationwide weekly public transport fare cap starting July 1, 2027—set at $20 a week in Auckland, Wellington, and Christchurch, and $10 a week in other regions (covering buses, trains, and urban ferries).
  • The Opportunity Party: Advocates for permanent, universal free-to-ride public transport for all New Zealanders.
  • National, ACT, and New Zealand First: Place less emphasis on broad, subsidized student public transport fares in their core platforms, focusing instead on roading infrastructure, management of the National Land Transport Fund, or regional driving costs.

Food & Cost of Living

  • The Labour Party: Included grocery and food affordability measures in its Cost of Living Action Plan, such as cracking down on supermarket price-gouging, promoting market competition (proposing structural splits for major supermarket chains like Foodstuffs and Woolworths), and restoring fresh school lunches.
  • The National Party: Focuses on increasing supermarket competition to lower food prices at the checkout (such as regulatory oversight and business separation between retail and wholesale arms) rather than direct food subsidies.
  • The Green Party & Te Pāti Māori: Focus on broader systemic relief, including raising income support levels, exploring universal basic or student incomes, and targeting inflation-driven poverty through tax reform.

Student Loans & Financial Support

  • The National Party: Pledges to lower the compulsory student-loan repayment rate for domestic borrowers from 12% to 10% starting April 1, 2027 (increasing take-home pay, though extending total repayment timelines).
  • The Labour Party: Proposes writing off 10% of student loan balances for New Zealand-based graduates who missed out on fees-free, with balances under $2,000 cleared completely.
  • Te Pāti Māori: Advocates for a universal student allowance (removing parental income testing) and writing off the living-cost portion of student debt for domestic graduates.
  • The Green Party: Supports working toward fees-free tertiary education , student debt write-offs, and a universal student income.

To help narrow down which party aligns best with your situation, tell me:

  • Do you primarily rely on public transport or a car to get to class?
  • Are you currently eligible for a Community Services Card or Student Allowance?
Ask anything

Captured 16 October 2026 · shown as AI Overviews gave it, not a verified account