---
title: "Northland — small business moving goods along SH1"
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/r02/"
---

# Northland — small business moving goods along SH1

Edition 3 · answers collected 16 October 2026.

[Read on NZBrands.ai](https://nzbrands.ai/research/nz-election-2026/editions/3/voters/r02/)

I run a small business near Whangārei and move goods to Auckland using State Highway 1. Disruptions to that route affect deliveries and cash flow.

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

## What they asked

### PF148 · Infrastructure and local services

I run a small business near Whangārei and move goods to Auckland using State Highway 1. Disruptions to that route affect deliveries and cash flow. I am considering my vote in the 2026 New Zealand general election. What would the parties do to make the road connection between Whangārei and Auckland more reliable, and how do their plans differ?

Study-assigned priority: Major. This is a design assumption, not a measured preference. Reason: The described business depends on the corridor for deliveries.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/7d66cb21-dea8-4ec4-bbff-bea7234cb0eb.md)

### PF149 · Infrastructure and local services

I run a small business near Whangārei and move goods to Auckland using State Highway 1. Disruptions to that route affect deliveries and cash flow. I am considering my vote in the 2026 New Zealand general election. What is actually approved and funded for the Northland Corridor and the alternative to the Brynderwyn Hills, compared with what is still planned or promised for the future?

Study-assigned priority: Major. This is a design assumption, not a measured preference. Reason: The business needs realistic timing rather than a project label.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/72760236-5817-4c75-ab06-c50ddc315e55.md)

### PF150 · Economy

I run a small business near Whangārei and move goods to Auckland using State Highway 1. Disruptions to that route affect deliveries and cash flow. I am considering my vote in the 2026 New Zealand general election. How do parties compare on funding these Northland roads, including tolls or other charges, and what might that mean for a small business moving goods?

Study-assigned priority: Secondary. This is a design assumption, not a measured preference. Reason: Charges and construction timing could affect the business budget.

[Read the captured answers (Markdown)](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/1799a952-73de-44f6-9d86-46a8ccbd0b92.md)

## Which parties AI put in front of this voter

Of the 24 answers this voter received, 19 left out at least one of the six parties in Parliament. Te Pāti Māori was named least often, in 5 of 24.

| Party | Answers naming party | Answers collected |
| --- | --- | --- |
| National | 16 | 24 |
| Labour | 16 | 24 |
| Greens | 14 | 24 |
| ACT | 14 | 24 |
| NZ First | 15 | 24 |
| Te Pāti Māori | 5 | 24 |
| Opportunity | 0 | 24 |

## Issue by issue

## Infrastructure and local services

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 8 | 16 | 50.0% | 17 | 33 | 1 | 4 |
| Labour | 8 | 16 | 50.0% | 13 | 31 | 6 | 3 |
| Greens | 7 | 16 | 43.8% | 7 | 32 | 2 | 0 |
| ACT | 7 | 16 | 43.8% | 10 | 27 | 2 | 2 |
| NZ First | 8 | 16 | 50.0% | 8 | 32 | 1 | 3 |
| Te Pāti Māori | 2 | 16 | 12.5% | 3 | 7 | 0 | 0 |
| Opportunity | 0 | 16 | 0.0% | 0 | 0 | 0 | 0 |

## Economy

| Party | Answers naming party | Answers on issue | Share | Positive claims | Neutral claims | Negative claims | Mixed claims |
| --- | --- | --- | --- | --- | --- | --- | --- |
| National | 8 | 8 | 100.0% | 6 | 29 | 2 | 4 |
| Labour | 8 | 8 | 100.0% | 6 | 30 | 4 | 1 |
| Greens | 7 | 8 | 87.5% | 2 | 21 | 2 | 0 |
| ACT | 7 | 8 | 87.5% | 3 | 22 | 0 | 2 |
| NZ First | 7 | 8 | 87.5% | 3 | 20 | 0 | 0 |
| Te Pāti Māori | 3 | 8 | 37.5% | 0 | 3 | 1 | 0 |
| Opportunity | 0 | 8 | 0.0% | 0 | 0 | 0 | 0 |

## Asked from Whangārei

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

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

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

More project staging; fewer individually named parties

The road-led versus multi-modal resilience contrast persists. Edition 3 adds section-by-section sequencing and constraints within the Northland Corridor plus Marsden Point links, while ACT and Greens lose explicit named profiles from Edition 2. More local project detail is visible, but route protection, early works and funded construction must remain distinct.

Gemini · 12 October 2026 · Earlier answer

> For a small business moving goods between Whangārei and Auckland, the reliability of State Highway 1 (particularly over the Brynderwyn Hills and through the Dome Valley) is a critical economic lifeline. Disruptions directly impact delivery schedules, inventory costs, and cash flow.

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/2/questions/7d66cb21-dea8-4ec4-bbff-bea7234cb0eb/#answer-d080fe3a-6b49-4800-b779-e1da21ddebf6)

Gemini · 16 October 2026 · Refreshed answer

> prioritized in staged phases

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/3/questions/7d66cb21-dea8-4ec4-bbff-bea7234cb0eb/#answer-ec909b26-c131-4a80-b1e6-39265b869cea)

## 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 |
| --- | --- |
| nzta.govt.nz | 6 |
| act.org.nz | 3 |
| labour.org.nz | 3 |
| national.org.nz | 3 |
| 1news.co.nz | 2 |
| fasttrack.govt.nz | 2 |
| greens.org.nz | 2 |
| nationalinfrastructure.govt.nz | 2 |
| nzfirst.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 | 13 |
| Government | 13 |
| News | 4 |
| Comparison sites | 2 |
| Advocacy groups | 2 |
| 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 |
| --- | --- |
| kiwicoaches.co.nz | 4 |
| nzta.govt.nz | 4 |
| national.org.nz | 2 |
| infrastructurepipeline.org | 1 |
| labour.org.nz | 1 |
| northlandnz.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 | 3 |
| Government | 4 |
| News | 0 |
| Comparison sites | 0 |
| Advocacy groups | 1 |
| Businesses | 4 |
| Social media | 0 |
| Other | 1 |

## Google AI Mode

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

| Website | Answers with this website recorded |
| --- | --- |
| nzherald.co.nz | 4 |
| nzta.govt.nz | 4 |
| kiwicoaches.co.nz | 2 |
| nzpoliticspromisetracker.nz | 2 |
| rnz.co.nz | 2 |
| en.wikipedia.org | 1 |
| facebook.com | 1 |
| fasttrack.govt.nz | 1 |
| greaterauckland.org.nz | 1 |
| greens.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 | 6 |
| News | 7 |
| Comparison sites | 3 |
| Advocacy groups | 1 |
| Businesses | 2 |
| Social media | 2 |
| Other | 1 |

## Google AI Overviews

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

| Website | Answers with this website recorded |
| --- | --- |
| nzta.govt.nz | 5 |
| nzherald.co.nz | 4 |
| 1news.co.nz | 3 |
| facebook.com | 3 |
| kiwicoaches.co.nz | 3 |
| greaterauckland.org.nz | 2 |
| greens.org.nz | 2 |
| labour.org.nz | 2 |
| northlandnz.com | 2 |
| rnz.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 | 6 |
| News | 11 |
| Comparison sites | 1 |
| Advocacy groups | 3 |
| Businesses | 4 |
| Social media | 4 |
| Other | 2 |

## 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/)