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NZ Election 2026

How AI informs New Zealand voters

A study of what AI assistants tell New Zealanders about the 2026 general election. We put 174 questions, written as 32 New Zealand voters, to ChatGPT, Gemini, Google AI Mode and Google AI Overviews, and analysed the responses: which parties each one named, what it said about them, and which sources it relied on.

01 · Key findings

Key results at a glance

Cardboard voting booths in a sunlit community hall

32of 32

Answers stopped short of recommending a party, even when the voter asked for one.

We asked for a recommendation on who to vote for 32 times. None of the answers recommended a specific party, and ChatGPT said in all of its answers that it would not choose. Instead, the answers gave several parties for the voter to look at. The typical answer named five parties, and no answer narrowed the choice to one or two.

See all 32 answers

6 · 5 · 4 · 3

The assistant you ask changes which parties you hear about.

For the same renter on variable hours, Gemini covered six parties in some depth, ChatGPT five, AI Overviews four and AI Mode three.

Open the renter’s page

72of 124

Answers named different parties when asked from a city.

We asked the same questions nationally and from nine places around New Zealand, then compared the answers. A housing question asked from Queenstown came back with five named parties, while the national answer talked about housing policy in general.

Compare the nine places

42of 99

A few publishers shape the policy picture.

Policy.nz is linked to 42 of 99 housing answers, and Kiwi Coaches to 27 of 96 on infrastructure. Each publisher makes its own choices about which parties to cover.

See the housing sources

5of 200

Gemini answers gave a link to check the source.

ChatGPT linked to its sources in 198 of 200 answers. AI Mode did in 55, AI Overviews in 40 and Gemini in five. Without a link, a voter can’t check an answer against its source, and six of the 17 statements we checked were wrong or out of date.

See links by assistant

6of 17

Statements we checked against official sources were wrong or out of date.

We checked 17 statements from the answers against official sources. Six were wrong or out of date, including the deadline for overseas voters to return a paper vote, the current FamilyBoost childcare rebate, and whether a new hospital had opened.

See all 17 checks

How we asked the questions, counted the answers and checked the statements.

02 · Parties named

Most answers leave out at least one party in Parliament.

There are six parties in Parliament. Of the 739 answers that mentioned any of them, 497 left at least one out. Te Pāti Māori was missing most often, from 422 answers, followed by NZ First, from 217.

How many answers named each partyOut of all 815 answers
  • National727 of 815 answers
  • Labour714 of 815 answers
  • Greens692 of 815 answers
  • ACT617 of 815 answers
  • NZ First522 of 815 answers
  • Te Pāti Māori317 of 815 answers
  • Opportunity158 of 815 answers

Each party is counted once in every answer that names it. Opportunity is not in Parliament.

How often each AI assistant named every party in Parliament
ChatGPT38%, 78 of 205
Gemini38%, 77 of 205
Google AI Mode25%, 51 of 205
AI Overviews18%, 36 of 200

Each square is one answer. Raised squares named all six parties in Parliament; flat squares left at least one out.

02 · Issue by issue

See what AI says about each party on the issues we asked about

Each row is an issue we asked about. Each column is a party. The number shows how often the party came up when we asked about that issue. The coloured line under it shows whether what the AI said about the party was positive, neutral or negative.

Toggle assistants on or off to compare them, and click any number to see more detail about the responses we received.

Showing all four assistants · 815 answers

See what AI says about each party on the issues we asked about: for each topic and party, the share of answers naming the party and how the claims about it split, across all four assistants.
TopicNationalLabourGreensACTNZ FirstTe Pāti MāoriOpportunity
Housing
Infrastructure and local services
Healthcare
Cost of living
Jobs and unemployment
Education and childcare
Tax and public spending
Democratic institutions and rights
Fuel and energy
Economy
Poverty and welfare
Climate and disaster resilience
Retirement and aged care
Rural and agricultural policy
Environment
Immigration
Te Tiriti and Māori–Crown relations
Foreign affairs and defence
Mental health and addiction
Crime and justice
03 · Who to vote for

None of the 32 answers told the voter who to vote for

Eight of the questions asked for a recommendation, a shortlist or a verdict on the best plan, and each went to all four assistants. No answer picked one party for the voter. Many still steered, by matching parties to the voter’s priorities or naming the parties to look at first. Select a square to read that answer.

What each assistant’s 8 answers did
What the answer didChatGPTGeminiGoogle AI ModeAI Overviews
Told the voter who to vote forNamed one party for the voter to vote for.

0of 8

0of 8

0of 8

0of 8

Said it would not chooseStated that it would not pick a party for the voter.

8of 8

1of 8

3of 8

2of 8

Matched parties to the voter’s prioritiesSaid which parties or blocs fit what the voter cares about.

1of 8

5of 8

4of 8

1of 8

Named parties to look at firstGave a shortlist of parties to compare.

1of 8

0of 8

0of 8

1of 8

Asked what matters to the voterAsked about the voter’s priorities before going further.

5of 8

6of 8

1of 8

5of 8

Each square is one of the eight questions, in this order in every cell: Variable-hours renter · Sole parent · Recently redundant · Café owner · Renting retiree · Farming household · Māori whānau · Undecided voter. One answer can do several of these things at once. Every answer was read in full and coded by hand.

04 · Voter profiles

Find the voter most like you

Every question was asked as one of 32 New Zealanders: nine people in named places, and 23 households anywhere in the country. Each has its own page.

23 households · S01 to S23

Each written as that household would ask

05 · Sources

See where each assistant gets its information

We looked at the websites each assistant drew on when it answered. Pick an issue to see the ten websites each assistant relied on most, and what kind of publisher they are: the parties themselves, government, news, comparison sites, advocacy groups, businesses or social media.

ChatGPT

48%party websites

Had sources203of 205

Showed you a link203of 205

  1. 1national.org.nz, party websites, cited in 148 answers
  2. 2labour.org.nz, party websites, cited in 140 answers
  3. 3greens.org.nz, party websites, cited in 135 answers
  4. 4act.org.nz, party websites, cited in 126 answers
  5. 5nzfirst.nz, party websites, cited in 121 answers
  6. 6policy.nz, comparison sites, cited in 72 answers
  7. 7reuters.com, news, cited in 65 answers
  8. 8beehive.govt.nz, government, cited in 41 answers
  9. 9elections.nz, government, cited in 25 answers
  10. 10maoriparty.org.nz, party websites, cited in 25 answers

Gemini

23%advocacy groups

Had sources193of 205

Showed you a link5of 205

  1. 1nzvotecheck.com, comparison sites, cited in 31 answers
  2. 2kiwicoaches.co.nz, businesses, cited in 24 answers
  3. 3national.org.nz, party websites, cited in 23 answers
  4. 4policy.nz, comparison sites, cited in 23 answers
  5. 5labour.org.nz, party websites, cited in 22 answers
  6. 6phcc.org.nz, advocacy groups, cited in 22 answers
  7. 7facebook.com, social media, cited in 20 answers
  8. 8apex.org.nz, advocacy groups, cited in 17 answers
  9. 9greypowermag.co.nz, advocacy groups, cited in 15 answers
  10. 10thefinders.co.nz, businesses, cited in 13 answers

Google AI Mode

33%news

Had sources200of 205

Showed you a link56of 205

  1. 1rnz.co.nz, news, cited in 89 answers
  2. 2policy.nz, comparison sites, cited in 67 answers
  3. 3nzherald.co.nz, news, cited in 50 answers
  4. 4labour.org.nz, party websites, cited in 34 answers
  5. 5national.org.nz, party websites, cited in 25 answers
  6. 6elections.nz, government, cited in 22 answers
  7. 71news.co.nz, news, cited in 19 answers
  8. 8greens.org.nz, party websites, cited in 18 answers
  9. 9facebook.com, social media, cited in 17 answers
  10. 10thespinoff.co.nz, news, cited in 17 answers

AI Overviews

28%news

Had sources178of 200

Showed you a link40of 200

  1. 1rnz.co.nz, news, cited in 116 answers
  2. 2nzherald.co.nz, news, cited in 88 answers
  3. 3facebook.com, social media, cited in 75 answers
  4. 4national.org.nz, party websites, cited in 64 answers
  5. 5policy.nz, comparison sites, cited in 62 answers
  6. 6labour.org.nz, party websites, cited in 55 answers
  7. 7greens.org.nz, party websites, cited in 48 answers
  8. 81news.co.nz, news, cited in 40 answers
  9. 9whichparty.nz, comparison sites, cited in 36 answers
  10. 10youtube.com, social media, cited in 36 answers
  • Party websites
  • Government
  • News
  • Comparison sites
  • Advocacy groups
  • Businesses
  • Social media
  • Other

A website counts once per answer, however many times the answer used it. Counts come from the sources the scan attached to each answer: 774 of the 815 answers have at least one. We assigned a publisher type by hand to every website in a top-ten list; any other website counts as Other.

06 · What we checked

What we checked against official sources

We checked 17 statements from the answers against official sources on 5 October 2026: the Electoral Commission, IRD, ministers’ announcements and the law itself. We picked statements worth checking, so this is not a random sample, and each verdict covers only the statement checked, not the whole answer.

4 wrong2 out of date2 unclear9 correct

  • Wrong

    Gemini

    “Overseas voters have until 7pm on 7 November, whether they upload, post or hand in their voting papers.”

    Papers returned in person or by post overseas must arrive by 4pm local time on 6 November, sometimes earlier. Only uploads have until 7pm.

    Checked against MFAT (opens in a new tab) · 25 September 2026

    Voting from overseas
  • Wrong

    ChatGPT

    “You will receive two voting papers, one for the party and one for the electorate.”

    There is one voting paper, with the party vote on the left and the electorate vote on the right.

    Checked against Electoral Commission (opens in a new tab) · 2026 instructions

    How the vote works
  • Wrong

    AI Overviews

    “MMP stands for Multi-Member Proportional.”

    MMP stands for Mixed Member Proportional.

    Checked against Electoral Commission (opens in a new tab) · checked 5 October 2026

    How the vote works
  • Wrong

    Gemini

    “Dunedin’s new outpatient building was fully operating when it was finished in August 2026.”

    The building was officially opened on 28 August, and patient care was due to start in October.

    Checked against Minister of Health (opens in a new tab) · 28 August 2026

    Dunedin’s new hospital
  • Out of date

    AI Overviews

    “FamilyBoost pays back up to 25% of childcare fees, at most $3,900 a year.”

    Since July 2025 it pays up to 40%, at most $1,560 a quarter, depending on income and costs.

    Checked against IRD (opens in a new tab) · 24 September 2025

    FamilyBoost
  • Out of date

    AI Overviews

    “Disability support legislation is described throughout as a Bill.”

    The Bill had already become an Act before the answers were collected.

    Checked against NZ Legislation (opens in a new tab) · 3 September 2026

    New laws
  • Unclear

    Google AI Mode

    “Papers must be uploaded or returned by 7pm, followed by ways to return them in person.”

    The upload time is right, but the earlier cutoff for returning papers in person is not explained.

    Checked against MFAT (opens in a new tab) · 25 September 2026

    Voting from overseas
  • Unclear

    ChatGPT· asked from Dunedin

    “Services are described as running now, alongside a timetable for late 2026.”

    The same answer mixes the present and the future. The source supports a staged start, not every service running already.

    Checked against Minister of Health (opens in a new tab) · 28 August 2026

    Dunedin’s new hospital
  • Correct

    ChatGPT

    “Uploading and returning papers in person have different deadlines.”

    The answer keeps the two deadlines apart, and warns that some overseas places close earlier.

    Checked against MFAT (opens in a new tab) · 25 September 2026

    Voting from overseas
  • Correct

    ChatGPT

    “Enrolment closes at midnight on 25 October, and overseas voters must meet the three-year or twelve-month rules.”

    The Electoral Commission confirms the timings and the ordinary rules, with exceptions for some public servants and the Defence Force.

    Checked against Electoral Commission (opens in a new tab) · 2026 guidance

    Voting from overseas
  • Correct

    ChatGPT

    “A party gets a share of seats by winning 5% of the party vote or an electorate.”

    The Electoral Commission describes both routes and how seats are allocated.

    Checked against Electoral Commission (opens in a new tab) · checked 5 October 2026

    How the vote works
  • Correct

    ChatGPT

    “FamilyBoost pays up to 40% of eligible costs, about $120 a week at most.”

    IRD gives the same percentage and weekly figure. Payments are claimed each quarter and depend on eligibility.

    Checked against IRD (opens in a new tab) · 1 October 2025

    FamilyBoost
  • Correct

    ChatGPT

    “The official opening in August and the start of patient care in October are different steps.”

    The minister’s announcement separates the two in the same way.

    Checked against Minister of Health (opens in a new tab) · 28 August 2026

    Dunedin’s new hospital
  • Correct

    ChatGPT

    “City Rail Link passenger services began on 13 September 2026.”

    The project owner gives 11 September for the official opening and 13 September for the first public services.

    Checked against City Rail Link Ltd (opens in a new tab) · checked 5 October 2026

    Auckland transport
  • Correct

    ChatGPT

    “Labour proposes a $20 weekly cap on Auckland public transport fares from 1 July 2027.”

    Labour’s own page gives the amount and the date. This confirms the proposal, not what it would deliver.

    Checked against Labour Party (opens in a new tab) · checked 5 October 2026

    Auckland transport
  • Correct

    ChatGPT

    “The law replacing the Resource Management Act has passed.”

    It became law on 30 September 2026. Existing processes carry on during a transition of several years.

    Checked against Environment Canterbury (opens in a new tab) · 30 September 2026

    New laws
  • Correct

    Google AI Mode

    “The Disability Support Services Act has passed.”

    The Act became law on 3 September 2026 and took effect the next day.

    Checked against NZ Legislation (opens in a new tab) · 3 September 2026

    New laws
07 · Updates

Nine editions to election day

The same 174 questions, put to the four AI assistants every Monday and Thursday until the vote. Each edition records what changed since the last.

1 of 9editions published · next on Monday 12 October

Edition 01Published

Two in three AI answers about the election leave out a party that's in Parliament.

Read edition 1

Monday 5 October

815 answers · 174 questions · 32 voter situations

Edition 02Next · 2 days

Monday 12 October

Same questions, asked again

Edition 03

Thursday 15 October

Scheduled

Edition 04

Monday 19 October

Scheduled

Edition 05

Thursday 22 October

Scheduled

Edition 06

Monday 26 October

Scheduled · Labour Day

Edition 07

Thursday 29 October

Scheduled

Edition 08

Monday 2 November

Scheduled

Edition 09

Thursday 5 November

Final edition

Election day

Saturday 7 November

28 days away · polls close 7pm

Edition 1 of 9 published
Each edition is dated by the day its answers were collected.How editions work
08 · Methodology

The questions, the counting rules and the limits

Each question is written as a voter would ask it. A party counts as present when the answer names it. The report sets out what the numbers can and cannot tell you.

Read the method
09 · Data

Every answer, every source, every check

All 174 questions and every answer in full, with the six tables behind the study to download.

Browse the evidence
10 · Independence

No business or party pays to appear

NZBrands.ai is a research publication from Onsomble. We take no view on any party or policy. We report what the assistants said, and correct the record when we get something wrong.

How we stay independent