---
title: "Taranaki — engineering worker weighing the energy transition"
publisher: "Onsomble Limited"
publication: "NZBrands.ai"
edition: 2
collected_on: "2026-10-12"
html_url: "https://nzbrands.ai/research/nz-election-2026/editions/2/voters/r05/"
---

# Taranaki — engineering worker weighing the energy transition

Edition 2 · answers collected 12 October 2026.

[Read on NZBrands.ai](https://nzbrands.ai/research/nz-election-2026/editions/2/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/2/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/2/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/2/questions/8b2421bf-af0a-48c6-ab5d-fa44a29e9aca.md)

## Which parties AI put in front of this voter

Of the 24 answers this voter received, 17 left out at least one of the six parties in Parliament. Te Pāti Māori was named least often, in 8 of 24.

| Party | Answers naming party | Answers collected |
| --- | --- | --- |
| National | 24 | 24 |
| Labour | 24 | 24 |
| Greens | 24 | 24 |
| ACT | 24 | 24 |
| NZ First | 22 | 24 |
| Te Pāti Māori | 8 | 24 |
| Opportunity | 0 | 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% | 13 | 49 | 10 | 6 |
| Labour | 8 | 8 | 100.0% | 13 | 45 | 9 | 14 |
| Greens | 8 | 8 | 100.0% | 7 | 46 | 8 | 14 |
| ACT | 8 | 8 | 100.0% | 11 | 42 | 8 | 7 |
| NZ First | 8 | 8 | 100.0% | 16 | 38 | 7 | 11 |
| Te Pāti Māori | 0 | 8 | 0.0% | 0 | 0 | 0 | 0 |
| 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% | 13 | 45 | 2 | 2 |
| Labour | 8 | 8 | 100.0% | 9 | 41 | 7 | 5 |
| Greens | 8 | 8 | 100.0% | 6 | 35 | 4 | 5 |
| ACT | 8 | 8 | 100.0% | 9 | 40 | 1 | 2 |
| NZ First | 8 | 8 | 100.0% | 10 | 41 | 1 | 3 |
| Te Pāti Māori | 4 | 8 | 50.0% | 2 | 20 | 4 | 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% | 11 | 25 | 2 | 0 |
| Labour | 8 | 8 | 100.0% | 15 | 21 | 2 | 0 |
| Greens | 8 | 8 | 100.0% | 14 | 15 | 3 | 3 |
| ACT | 8 | 8 | 100.0% | 11 | 20 | 3 | 0 |
| NZ First | 6 | 8 | 75.0% | 10 | 13 | 4 | 0 |
| Te Pāti Māori | 4 | 8 | 50.0% | 4 | 10 | 0 | 0 |
| Opportunity | 0 | 8 | 0.0% | 0 | 0 | 0 | 0 |

## Asked from New Plymouth

The same question, word for word, asked nationally and from New Plymouth. For this voter's main question, none of the 4 assistants named a different set of parties.

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

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

The answer moves away from confident budget claims toward private-investment dependence.

5 October: The answer called a $1 billion subsurface survey and transition funds formally budgeted and costed allocations.

12 October: The survey figure is absent; National, ACT and NZ First are grouped as relying mostly on regulatory change to induce private capital.

The engineer receives a materially different account of funding certainty. The change is in AI’s attribution and confidence; the report does not infer that a real government allocation changed between collections.

Gemini · 5 October 2026 · Earlier answer

> **formally budgeted and costed policy allocations**

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/1/questions/b0c070e8-88fd-4168-91f7-ee5c4904b6dc/#answer-897fd6d6-df4d-4240-b0fa-2349558ab7f9)

Gemini · 12 October 2026 · Refreshed answer

> rather than direct government spending

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

## 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 |
| --- | --- |
| act.org.nz | 6 |
| greens.org.nz | 6 |
| labour.org.nz | 6 |
| national.org.nz | 6 |
| nzfirst.nz | 6 |
| beehive.govt.nz | 2 |
| eeca.govt.nz | 2 |
| environment.govt.nz | 2 |
| mbie.govt.nz | 2 |
| policy.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 | 31 |
| Government | 13 |
| News | 2 |
| Comparison sites | 2 |
| Advocacy groups | 0 |
| Businesses | 0 |
| Social media | 0 |
| Other | 1 |

## Gemini

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 6 | 5 | 0 |

| Website | Answers with this website recorded |
| --- | --- |
| whichparty.nz | 4 |
| powercompare.co.nz | 3 |
| electrification.co.nz | 2 |
| etu.nz | 1 |
| facebook.com | 1 |
| greenpeace.org | 1 |
| minterellison.co.nz | 1 |
| phcc.org.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 | 0 |
| Comparison sites | 7 |
| Advocacy groups | 5 |
| Businesses | 1 |
| Social media | 1 |
| Other | 0 |

## Google AI Mode

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

| Website | Answers with this website recorded |
| --- | --- |
| venture.org.nz | 3 |
| electrification.co.nz | 2 |
| policy.nz | 2 |
| rnz.co.nz | 2 |
| scoop.co.nz | 2 |
| economicnews.nz | 1 |
| en.wikipedia.org | 1 |
| energyresources.org.nz | 1 |
| facebook.com | 1 |
| labour.org.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 | 2 |
| Government | 1 |
| News | 9 |
| Comparison sites | 4 |
| Advocacy groups | 3 |
| Businesses | 0 |
| Social media | 1 |
| Other | 4 |

## Google AI Overviews

| Answers collected | Answers with sources recorded | Answers showing a link |
| --- | --- | --- |
| 6 | 6 | 1 |

| Website | Answers with this website recorded |
| --- | --- |
| whichparty.nz | 6 |
| national.org.nz | 4 |
| powercompare.co.nz | 4 |
| rnz.co.nz | 4 |
| electrification.co.nz | 3 |
| facebook.com | 3 |
| reuters.com | 3 |
| sustainabletaranaki.org.nz | 3 |
| etu.nz | 2 |
| greens.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 | 8 |
| Government | 0 |
| News | 12 |
| Comparison sites | 10 |
| Advocacy groups | 12 |
| Businesses | 4 |
| Social media | 4 |
| Other | 2 |

## Interpretation limits

Authored situations are not a representative population sample. Consumer answers can vary across reruns, retrieval conditions, interface versions and timing. One collection per edition records snapshots rather than isolating causes. The report makes no statistical-significance claim, infers no voter persuasion and does not convert presence into support. Verified developments are distinguished from altered AI descriptions.

A design change should be recorded as a new catalogue version. Preserved gaps prevent missing coverage from becoming an apparent substantive shift.

[Read the complete methodology](https://nzbrands.ai/research/nz-election-2026/editions/2/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/)