---
title: "Northland — small business moving goods along SH1"
publisher: "Onsomble Limited"
publication: "NZBrands.ai"
edition: 1
collected_on: "2026-10-05"
html_url: "https://nzbrands.ai/research/nz-election-2026/editions/1/voters/r02/"
---

# Northland — small business moving goods along SH1

Edition 1 · answers collected 5 October 2026.

[Read on NZBrands.ai](https://nzbrands.ai/research/nz-election-2026/editions/1/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/1/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/1/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/1/questions/1799a952-73de-44f6-9d86-46a8ccbd0b92.md)

## Which parties AI put in front of this voter

Of the 24 answers this voter received, 24 left out at least one of the six parties in Parliament. Te Pāti Māori was named least often, in 0 of 24.

| Party | Answers naming party | Answers collected |
| --- | --- | --- |
| National | 18 | 24 |
| Labour | 18 | 24 |
| Greens | 10 | 24 |
| ACT | 20 | 24 |
| NZ First | 15 | 24 |
| Te Pāti Māori | 0 | 24 |
| Opportunity | 1 | 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 | 10 | 16 | 62.5% | 25 | 39 | 8 | 4 |
| Labour | 10 | 16 | 62.5% | 15 | 40 | 2 | 2 |
| Greens | 7 | 16 | 43.8% | 4 | 33 | 2 | 0 |
| ACT | 12 | 16 | 75.0% | 9 | 24 | 0 | 0 |
| NZ First | 9 | 16 | 56.3% | 19 | 29 | 0 | 1 |
| Te Pāti Māori | 0 | 16 | 0.0% | 0 | 0 | 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% | 7 | 23 | 4 | 5 |
| Labour | 8 | 8 | 100.0% | 3 | 27 | 5 | 5 |
| Greens | 3 | 8 | 37.5% | 0 | 8 | 2 | 3 |
| ACT | 8 | 8 | 100.0% | 3 | 19 | 0 | 4 |
| NZ First | 6 | 8 | 75.0% | 3 | 15 | 0 | 3 |
| Te Pāti Māori | 0 | 8 | 0.0% | 0 | 0 | 0 | 0 |
| Opportunity | 1 | 8 | 12.5% | 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, NZ First, Labour, Greens, National | ACT, NZ First, Labour, Greens, National |
| Gemini | ACT, NZ First, Labour, National | NZ First, Labour, National |
| Google AI Mode | ACT, NZ First, Labour, Greens, National | ACT, NZ First, Labour, Greens, National |
| Google AI Overviews | Labour, Greens, National | ACT, NZ First, Labour, Greens, National |

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

The Whangārei business needs a reliable freight route, not simply a road announcement. PF148 ChatGPT distinguishes highway construction, maintenance, resilience and rail alternatives, then identifies separate corridor stages. That decomposition makes it possible to ask which measure would help during an interruption and when.

Gemini closes with a choice between a continuous motorway and alternative networks. AI Overviews similarly emphasises road expansion versus rail-and-repair. AI Mode's opening brings in Mill Road while discussing a Northland connection, illustrating a candidate relevance problem: a named infrastructure project can sound specific while not answering the route question directly.

The business's goods, fleet arrangements and delivery timetable are unspecified. Road, rail and coastal shipping are not interchangeable for every operator. The usefulness of a transport comparison therefore depends on project location, implementation status and how the alternative would actually serve this business, rather than a general label such as pro-infrastructure.

ChatGPT

> For a Whangārei-based freight business, the important distinction is that the parties are not simply offering different versions of the same SH1 upgrade. They differ on how much new highway to build, how quickly to build it, how much emphasis to put on resilience and maintenance, and whether rail should be developed as an alternative freight route.

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/1/questions/7d66cb21-dea8-4ec4-bbff-bea7234cb0eb.md)

Gemini

> For a small business moving freight between Whangārei and Auckland, the reliability of State Highway 1—particularly bottlenecks like the Brynderwyn Hills and Dome Valley—is a critical factor for cash flow and supply chain management.

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/1/questions/7d66cb21-dea8-4ec4-bbff-bea7234cb0eb.md)

Google AI Mode

> For a small business moving freight between _Whangārei_ and _Auckland_ , the reliability of _State Highway 1_ is a direct line to your operating costs and cash flow. As the 2026 general election campaign unfolds, the major political parties have laid out distinct philosophies and project commitments for major regional roading corridors, network resilience, and funding.

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/1/questions/7d66cb21-dea8-4ec4-bbff-bea7234cb0eb.md)

Google AI Overviews

> For your business near Whangārei, the State Highway 1 (SH1) corridor is a vital lifeline. Disruptions—particularly at the vulnerable Brynderwyn Hills—directly choke your supply chain and squeeze cash flow.

[Full captured answer](https://nzbrands.ai/research/nz-election-2026/editions/1/questions/7d66cb21-dea8-4ec4-bbff-bea7234cb0eb.md)

## 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 | 5 |
| act.org.nz | 4 |
| greens.org.nz | 4 |
| labour.org.nz | 4 |
| national.org.nz | 4 |
| nzfirst.nz | 4 |
| beehive.govt.nz | 2 |
| fasttrack.govt.nz | 2 |
| ansr.transport.govt.nz | 1 |
| elections.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 | 20 |
| Government | 11 |
| News | 1 |
| Comparison sites | 0 |
| Advocacy groups | 1 |
| 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 | 3 |
| greaterauckland.org.nz | 2 |
| infrastructurepipeline.org | 2 |
| facebook.com | 1 |
| fasttrack.govt.nz | 1 |
| grantshand.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 | 4 |
| News | 0 |
| Comparison sites | 0 |
| Advocacy groups | 4 |
| Businesses | 4 |
| Social media | 1 |
| Other | 1 |

## Google AI Mode

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

| Website | Answers with this website recorded |
| --- | --- |
| kiwicoaches.co.nz | 3 |
| nzta.govt.nz | 3 |
| facebook.com | 2 |
| kaipara.govt.nz | 2 |
| nzherald.co.nz | 2 |
| beehive.govt.nz | 1 |
| elections.nz | 1 |
| fasttrack.govt.nz | 1 |
| myelectorate.co.nz | 1 |
| newsroom.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 | 8 |
| News | 4 |
| Comparison sites | 1 |
| Advocacy groups | 1 |
| Businesses | 3 |
| Social media | 2 |
| Other | 1 |

## Google AI Overviews

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

| Website | Answers with this website recorded |
| --- | --- |
| nzta.govt.nz | 6 |
| facebook.com | 4 |
| kiwicoaches.co.nz | 4 |
| 1news.co.nz | 3 |
| youtube.com | 3 |
| kaipara.govt.nz | 2 |
| northpower.nz | 2 |
| nzherald.co.nz | 2 |
| rnz.co.nz | 2 |
| transporting.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 | 0 |
| Government | 10 |
| News | 9 |
| Comparison sites | 1 |
| Advocacy groups | 4 |
| Businesses | 4 |
| Social media | 7 |
| Other | 7 |

## What this can and cannot tell you

One set of answers, from made-up voters, on one day.

Each question was asked once. AI assistants vary their answers, so a repeat run would differ in wording and detail. The location comparison shows that answers differed; proving that location caused the difference would need repeat runs and verified access locations.

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, or why the assistants answered as they did.

We read all 32 voting-guidance answers and the case-study questions in full, and checked 17 statements. We have not read all 815 answers in full or checked every policy claim.

[Read the complete methodology](https://nzbrands.ai/research/nz-election-2026/editions/1/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/)