---
title: "Taranaki — engineering worker weighing the energy transition"
publisher: "Onsomble Limited"
publication: "NZBrands.ai"
edition: 3
collected_on: "2026-10-16"
html_url: "https://nzbrands.ai/research/nz-election-2026/editions/3/voters/r05/"
---

# Taranaki — engineering worker weighing the energy transition

Edition 3 · answers collected 16 October 2026.

[Read on NZBrands.ai](https://nzbrands.ai/research/nz-election-2026/editions/3/voters/r05/)

I work for an engineering firm in New Plymouth that serves the energy sector. I have a mortgage and worry about whether there will be steady local work over the next few years.

This is a designed voter situation, not a representative sample or a finding about everyone in that group.

## What they asked

### PF158 · Jobs and unemployment

I work for an engineering firm in New Plymouth that serves the energy sector. I have a mortgage and worry about whether there will be steady local work over the next few years. I am considering my vote in the 2026 New Zealand general election. What practical plans do parties have to sustain engineering and energy-sector jobs in Taranaki, and how much of each plan is funded rather than an aspiration?

Study-assigned priority: Major. This is a design assumption, not a measured preference. Reason: The worker explicitly depends on the region's engineering pipeline.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/b0c070e8-88fd-4168-91f7-ee5c4904b6dc.md)

### PF159 · Fuel and energy

I work for an engineering firm in New Plymouth that serves the energy sector. I have a mortgage and worry about whether there will be steady local work over the next few years. I am considering my vote in the 2026 New Zealand general election. How do parties differ on gas, renewable energy and industrial investment in Taranaki, and what evidence is there about the implications for local workers?

Study-assigned priority: Major. This is a design assumption, not a measured preference. Reason: Energy policy affects the employer's opportunities and risks.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/ac928349-e28b-413f-b7ea-25c0221163ef.md)

### PF160 · Education and childcare

I work for an engineering firm in New Plymouth that serves the energy sector. I have a mortgage and worry about whether there will be steady local work over the next few years. I am considering my vote in the 2026 New Zealand general election. If work in Taranaki's energy sector changes, what would parties offer experienced workers who need to retrain or use their skills in a different industry?

Study-assigned priority: Secondary. This is a design assumption, not a measured preference. Reason: Skills transfer may protect employment if work changes.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/8b2421bf-af0a-48c6-ab5d-fa44a29e9aca.md)

## Which parties AI put in front of this voter

Of the 24 answers this voter received, 15 left out at least one of the six parties in Parliament. Te Pāti Māori was named least often, in 9 of 24.

| Party | Answers naming party | Answers collected |
| --- | --- | --- |
| National | 24 | 24 |
| Labour | 24 | 24 |
| Greens | 24 | 24 |
| ACT | 20 | 24 |
| NZ First | 20 | 24 |
| Te Pāti Māori | 9 | 24 |
| Opportunity | 1 | 24 |

## Issue by issue

## Jobs and unemployment

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 8 | 8 | 100.0% | 28 | 44 | 14 | 13 |
| Labour | 8 | 8 | 100.0% | 27 | 35 | 7 | 18 |
| Greens | 8 | 8 | 100.0% | 12 | 38 | 7 | 15 |
| ACT | 7 | 8 | 87.5% | 9 | 29 | 8 | 7 |
| NZ First | 7 | 8 | 87.5% | 10 | 33 | 11 | 4 |
| Te Pāti Māori | 2 | 8 | 25.0% | 0 | 12 | 1 | 2 |
| Opportunity | 0 | 8 | 0.0% | 0 | 0 | 0 | 0 |

## Fuel and energy

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 8 | 8 | 100.0% | 12 | 23 | 0 | 1 |
| Labour | 8 | 8 | 100.0% | 2 | 41 | 4 | 5 |
| Greens | 8 | 8 | 100.0% | 9 | 36 | 3 | 4 |
| ACT | 8 | 8 | 100.0% | 15 | 27 | 1 | 1 |
| NZ First | 8 | 8 | 100.0% | 13 | 30 | 0 | 1 |
| Te Pāti Māori | 4 | 8 | 50.0% | 0 | 7 | 0 | 1 |
| Opportunity | 0 | 8 | 0.0% | 0 | 0 | 0 | 0 |

## Education and childcare

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 8 | 8 | 100.0% | 22 | 33 | 4 | 0 |
| Labour | 8 | 8 | 100.0% | 20 | 36 | 2 | 2 |
| Greens | 8 | 8 | 100.0% | 17 | 36 | 1 | 2 |
| ACT | 5 | 8 | 62.5% | 7 | 24 | 2 | 0 |
| NZ First | 5 | 8 | 62.5% | 9 | 22 | 0 | 2 |
| Te Pāti Māori | 3 | 8 | 37.5% | 4 | 8 | 1 | 0 |
| Opportunity | 1 | 8 | 12.5% | 2 | 1 | 0 | 0 |

## Asked from New Plymouth

The same question, word for word, asked nationally and from New Plymouth. For this voter's main question, 2 of the 4 assistants named a different set of parties.

| Assistant | Parties named nationally | Parties named from New Plymouth |
| --- | --- | --- |
| ChatGPT | ACT, Greens, Labour, National, NZ First | ACT, Greens, Labour, National, NZ First |
| Gemini | ACT, Greens, Labour, National, NZ First, Te Pāti Māori | ACT, Greens, Labour, National, NZ First |
| Google AI Mode | Greens, Labour, National | ACT, Greens, Labour, National, NZ First, Te Pāti Māori |
| Google AI Overviews | ACT, Greens, Labour, National, NZ First | ACT, Greens, Labour, National, NZ First |

## How the assistants handled this voter’s main question

Stable funding-mechanism distinction; historical survey assertion not repeated

Edition 3 largely preserves Edition 2’s regulatory/private-capital versus mixed public/transition funding frame and adds Te Pāti Māori. Edition 1’s specific billion-dollar survey described as formally budgeted is not repeated in either later answer; that absence is not proof of correction. The new answer still calls some proposed funding envelopes budgeted without demonstrating committed local engineering work.

Gemini · 12 October 2026 · Earlier answer

> For an engineer in New Plymouth working in the energy sector with a mortgage, job security and local economic stability are critical considerations in the **2026 New Zealand general election**. The political landscape presents a sharp ideological divide over Taranaki’s economic engine—specifically, whether the future lies in reviving oil and gas or accelerating a transition to renewables.

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/2/questions/b0c070e8-88fd-4168-91f7-ee5c4904b6dc/#answer-d7402e3f-68c7-4dc2-9b30-040cabde8b17)

Gemini · 16 October 2026 · Refreshed answer

> **regulatory enablement and private investment**

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/b0c070e8-88fd-4168-91f7-ee5c4904b6dc/#answer-1fe02e8f-9294-4e5e-9937-6ac8e6567f11)

## Sources recorded against the answers

## ChatGPT

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 6 | 6 | 6 |

| Website | Answers with this website recorded |
| --- | --- |
| beehive.govt.nz | 6 |
| labour.org.nz | 5 |
| national.org.nz | 5 |
| greens.org.nz | 4 |
| nzfirst.nz | 4 |
| reuters.com | 4 |
| eeca.govt.nz | 3 |
| mbie.govt.nz | 3 |
| act.org.nz | 2 |
| energyresources.org.nz | 2 |

Publisher counts sum recorded website/answer associations; one answer can contribute to several websites and publisher types.

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 20 |
| Government | 18 |
| News | 7 |
| Comparison sites | 2 |
| Advocacy groups | 5 |
| Businesses | 0 |
| Social media | 0 |
| Other | 0 |

## Gemini

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 6 | 6 | 0 |

| Website | Answers with this website recorded |
| --- | --- |
| whichparty.nz | 5 |
| powercompare.co.nz | 3 |
| electrification.co.nz | 2 |
| nzbrands.ai | 2 |
| taranakimedia.co.nz | 2 |
| energyresources.org.nz | 1 |
| nzvotecheck.com | 1 |
| taranaki.co.nz | 1 |

Publisher counts sum recorded website/answer associations; one answer can contribute to several websites and publisher types.

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 0 |
| Government | 0 |
| News | 2 |
| Comparison sites | 9 |
| Advocacy groups | 3 |
| Businesses | 2 |
| Social media | 0 |
| Other | 1 |

## Google AI Mode

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 6 | 6 | 2 |

| Website | Answers with this website recorded |
| --- | --- |
| taranakichamber.co.nz | 4 |
| rnz.co.nz | 3 |
| newsroom.co.nz | 2 |
| powercompare.co.nz | 2 |
| taranakimedia.co.nz | 2 |
| beehive.govt.nz | 1 |
| cogo.co | 1 |
| electrification.co.nz | 1 |
| engineeringnz.org | 1 |
| facebook.com | 1 |

Publisher counts sum recorded website/answer associations; one answer can contribute to several websites and publisher types.

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 2 |
| Government | 1 |
| News | 9 |
| Comparison sites | 3 |
| Advocacy groups | 4 |
| Businesses | 1 |
| Social media | 1 |
| Other | 4 |

## Google AI Overviews

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 6 | 6 | 2 |

| Website | Answers with this website recorded |
| --- | --- |
| facebook.com | 5 |
| powercompare.co.nz | 4 |
| rnz.co.nz | 4 |
| beehive.govt.nz | 3 |
| electrification.co.nz | 3 |
| newsroom.co.nz | 3 |
| act.org.nz | 2 |
| greens.org.nz | 2 |
| interest.co.nz | 2 |
| lightforce.co.nz | 2 |

Publisher counts sum recorded website/answer associations; one answer can contribute to several websites and publisher types.

| Publisher type | Recorded associations |
| --- | --- |
| Party websites | 5 |
| Government | 4 |
| News | 16 |
| Comparison sites | 4 |
| Advocacy groups | 7 |
| Businesses | 6 |
| Social media | 5 |
| Other | 6 |

## What this can and cannot tell you

Three sets of answers, from made-up voters, on three days.

Each question was asked once per edition. AI assistants vary their answers, so part of any change between editions is that variation rather than a lasting shift. Three editions show what changed; they do not show why. News events, what the assistants retrieved and changes to the assistants themselves all remain possible explanations.

The voters are designed situations, not a sample of New Zealanders. The study shows what the assistants said and lets anyone check it. It does not show whether anyone changed their vote.

We read all 31 voting-guidance answers and each voter's main question in full, and checked 12 statements. We have not read all 793 answers in full or checked every policy claim.

[Read the complete methodology](https://nzbrands.ai/research/nz-election-2026/editions/3/method.md)

## Publication and corrections

Published and funded by Onsomble Limited. NZBrands.ai takes no view on any party or policy.

[Independence](https://nzbrands.ai/about/independence/) · [Corrections](https://nzbrands.ai/about/corrections/) · [Contact](https://nzbrands.ai/about/contact/)