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Evidence · NZ Election 2026 · Edition 2

Every question, every answer, every source

All 174 questions and the 793 answers produced on 12 October 2026. The 27 remaining cells produced no AI Overview.

questions
174
answers saved
793
collected
12 Oct 2026

01

Every question, with its answers

Each question was written as a voter would ask it and went to all four assistants. Some were also asked from a town. Open a question to read every answer to it in full.

Showing 20 of 174 questions

Show all 174

02

The tables behind the study

Every figure on the study page comes from these tables. They are CSV files, which open in any spreadsheet.

  • Questions

    nz-election-2026-questions.csv

    One row per unchanged question.

    id, draft, text, voterCode, issue, towns

    174rows

    Download questions (CSV)

  • Answers

    nz-election-2026-answers.csv

    One row per produced answer, with its complete original text.

    result id, prompt id, draft id, scenario id, platform, region, words, parties, literal url answer, associated source answer, temporal pair, common four platforms, response text

    793rows

    Download answers (CSV)

  • Sources by answer

    nz-election-2026-sources.csv

    One row per website associated with an answer; repeated citations count once.

    answer id, question id, assistant, region, domain, publisher

    4,137rows

    Download sources by answer (CSV)

  • Checks against official sources

    nz-election-2026-checks.csv

    One row per reviewed proposition, retaining both answers, extracts and the reviewed change.

    check, draft id, platform, claim, verdict, assessment, source url, source label, source date, checked date, old result id, new result id, old excerpt, new excerpt

    15rows

    Download checks against official sources (CSV)

  • Who to vote for: coding

    nz-election-2026-guidance.csv

    One row per manually reviewed guidance answer. Codes overlap; original answers supply the evidence.

    draft, assistant, q, voter, a, declined, matched, shortlist, asked, chose, extract

    31rows

    Download who to vote for: coding (CSV)

  • Location and national answers

    nz-election-2026-towns.csv

    One row per matched national/location pair, with both editions.

    prompt id, draft id, scenario id, issue, platform, city, edition 1 same party set, edition 1 national result, edition 1 city result, edition 2 same party set, edition 2 national result, edition 2 city result

    124rows

    Download location and national answers (CSV)

  • Changes between editions

    nz-election-2026-comparisons.csv

    One row per identical question, assistant and location across the two collections.

    prompt id, draft id, scenario id, scenario, issue, platform, region, old result id, new result id, old words, new words, same party set, old parties, new parties, added parties, removed parties, literal same domains, literal old domains, literal new domains, literal added domains, literal removed domains, associated same domains, associated old domains, associated new domains, associated added domains, associated removed domains

    793rows

    Download changes between editions (CSV)

  • No AI Overview produced

    nz-election-2026-coverage.csv

    One row per planned cell where no AI Overview was produced.

    prompt id, platform, region, draft id, block, scenario id, scenario, issue, priority, question, cause, availability

    27rows

    Download no ai overview produced (CSV)

Use these tables to trace findings back to the original questions and answers. The full text of each answer is also on this page, under its question.

03

Read in full and checked

Some answers were read in detail or checked against official sources. Those appear on the study page, beside the findings they support.

ChatGPT · No location

I run a small manufacturing business that exports and employs staff. We are considering new equipment but worry about demand, freight costs and finding skilled workers. I am considering my vote in the 2026 New Zealand general election. How do parties' energy and fuel policies affect businesses making and moving goods?

For a small New Zealand manufacturing exporter, energy and fuel policy can affect the business through four main channels:

  1. Electricity costs and reliability (factory machinery, heating, refrigeration, processing)
  2. Transport fuel costs (trucks, vans, shipping logistics, staff travel)
  3. Investment decisions (whether new equipment has predictable running costs and access to power)
  4. Customer and export-market expectations (carbon reporting and low-emissions requirements)

I can outline the main policy differences, but I can’t tell you which party to vote for. The useful question is: which policy settings create the type of operating environment your business values most?

Energy policy: what it means for manufacturers

New Zealand’s electricity system is already heavily renewable, but manufacturers are exposed to electricity prices, transmission constraints, and the cost of converting equipment from fossil fuels to electricity. Government policy choices can affect:

Policy approach Possible business effects
More renewable generation and grid investment Could increase long-term electricity supply and support electrification, but projects and infrastructure can involve upfront costs.
Faster industrial electrification May create opportunities for firms investing in electric equipment, but requires suitable power supply and capital.
Greater use of gas or fossil fuels May provide alternatives for some industrial processes, but creates exposure to fuel-price volatility and future emissions policy changes.
More intervention in electricity markets Could affect pricing structures and investment incentives depending on the design.

The government’s emissions plans include actions across energy and transport aimed at reducing emissions, including increasing cleaner energy use and reducing dependence on imported fuels. Ministry for Cities and Transport

Fuel and freight: what it means for exporters

For a manufacturer moving goods, fuel policy can show up in:

  • Road freight costs: Diesel prices affect trucking, distribution, and supply chains.
  • Shipping costs: International freight prices are largely global, but domestic fuel and port-related costs matter.
  • Vehicle choices: Policies encouraging electric trucks or vans may reduce operating costs over time where suitable, but require charging infrastructure and upfront investment.
  • Carbon costs: If emissions policies tighten, higher-emitting supply chains may face increased costs or customer pressure.

The 2026 election policy comparisons include different approaches on transport, infrastructure, energy independence, electrification incentives, and emissions policy. Policy.nz

How party differences may matter for a business like yours

Rather than judging parties, you can compare them against your business priorities:

If your priority is keeping energy and fuel costs predictable

Look at:

  • How each party proposes to increase energy supply
  • Whether they favour market-led investment or more government involvement
  • Whether their policies could reduce or increase exposure to international fuel price shocks

If your priority is making a major equipment purchase

Look at:

  • Whether there are incentives or financing support for efficiency/electrification
  • Whether regulations affecting energy use are stable over the equipment’s expected life
  • Whether your electricity connection can support new machinery

If your priority is remaining competitive in exports

Look at:

  • How each party approaches emissions targets and carbon policy
  • Whether policies align with overseas customer requirements
  • Whether compliance costs are likely to rise, fall, or shift

If your priority is finding skilled workers

Energy policy is only one part of the picture. Compare also:

  • immigration settings for skilled workers
  • apprenticeships and vocational training
  • business growth policies
  • regional development and infrastructure

A practical way to assess policies before voting

For your specific situation, you could ask each party:

  1. “What will my electricity bill and reliability look like over the next 5–10 years under your policies?”
  2. “How will you reduce freight cost pressures for exporters?”
  3. “If I invest in new machinery, what policy risks should I expect over its lifetime?”
  4. “How will you help manufacturers access skilled workers?”

A useful neutral comparison source is Policy.nz 2026 election policy comparison, which collects party positions across areas including environment, energy, transport and infrastructure. Policy.nz

If you want, I can also make a manufacturing-business-focused comparison of the major NZ parties’ 2026 energy, fuel, transport and industry policies using a table.

Ask anything

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Captured 12 October 2026 · shown as ChatGPT gave it, not a verified account

Gemini · No location

I run a small manufacturing business that exports and employs staff. We are considering new equipment but worry about demand, freight costs and finding skilled workers. I am considering my vote in the 2026 New Zealand general election. How do parties' energy and fuel policies affect businesses making and moving goods?

Running a manufacturing business that balances exporting, local staffing, and capital investment means that energy and fuel policies directly dictate your operational overhead, freight resilience, and expansion feasibility.

The major political blocs approach energy, fuel, and manufacturing infrastructure with fundamentally different strategies for the 2026 general election.

1. Power Costs and Grid Stability (Impact on Manufacturing and New Equipment)

Reliable electricity and competitive pricing are critical when evaluating new machinery and plant electrification. Parties diverge sharply on how to solve grid constraints and dry-year security:

  • National and ACT: Focus on market-led generation, speeding up consenting for renewable infrastructure (wind, solar, geothermal), and enabling LNG import/domestic gas backup to safeguard against dry years and price spikes. National’s approach prioritizes lowering regulatory barriers for private investment and boosting overall electricity supply to drive down baseline costs.
  • Labour, the Greens, and NZ First: Tend to emphasize structural intervention or state-backed support.
    • Labour focuses heavily on household/community solar and stronger Commerce Commission oversight to clamp down on excessive pricing, alongside targeted business electrification pathways.
    • NZ First has proposed a structural split of the major "gentailer" power companies (similar to the historic telecom split) to lower wholesale costs, alongside long-term fixed-price generation contracts.
    • The Greens propose a state-owned generation company ("Kiwipower") to increase public supply and address market power.

2. Fuel Security and Freight Costs (Moving Goods)

Freight expenses—whether trucking goods to ports or moving them internationally—are heavily influenced by fuel security and global supply chain vulnerabilities.

  • Fossil Fuels and Exploration: Parties like ACT and National support backing domestic resource development (including reversing oil and gas exploration bans) to secure lower-cost energy inputs. Conversely, Labour and the Greens are committed to maintaining or expanding oil and gas bans to meet long-term climate targets, preferring a rapid transition toward alternative transport fuels and electrification.
  • National Logistics & Regional Industry: Focus heavily on roading networks, reducing compliance bottlenecks for transport corridors, and building up strategic fuel storage reserves rather than state intervention in refining.
  • NZ First: Places heavy emphasis on national supply chain resilience, proposing measures such as a Special Economic Zone around Marsden Point to foster industrial and maritime activity, and expanding strategic fuel reserves to insulate domestic freight from international price shocks.

3. Connection to Skilled Labor and Demand

While energy policies target your overhead, they indirectly influence your workforce and demand concerns:

  • Export Competitiveness: If power and freight overheads drop due to increased generation efficiency or market reform, New Zealand manufacturers can maintain tighter margins against international competitors, freeing up capital to invest in skilled labor retention.
  • Capital Subsidies: Several parties propose various co-funding models, low-interest clean energy loans, or transition funds to help industrial businesses shift away from high carbon/gas dependencies. This can offset the friction of adopting new green equipment, though compliance mandates (such as strict emissions or energy performance tracking) can add administrative weight for smaller firms.
Ask Gemini

Gemini is AI and can make mistakes.

Captured 12 October 2026 · shown as Gemini gave it, not a verified account

Google AI Mode · No location

I run a small manufacturing business that exports and employs staff. We are considering new equipment but worry about demand, freight costs and finding skilled workers. I am considering my vote in the 2026 New Zealand general election. How do parties' energy and fuel policies affect businesses making and moving goods?

For a small manufacturing business in New Zealand that relies on continuous production, heavy freight, and skilled labor, political party stances on energy and fuel directly influence your operational margins, capital investment decisions, and supply chain reliability.

Different political blocs approach the intersection of manufacturing, energy security, and transport through distinct economic lenses:

  • Center-Right Parties (e.g., National, ACT) generally emphasize regulatory reduction, boosting domestic energy supply, and investing heavily in roading infrastructure to cut freight bottlenecks.

  • Impact on making goods: Policies focusing on fast-tracking renewable energy development zones, easing consent for commercial solar, and potentially reversing bans on oil and gas exploration aim to increase baseline energy availability and restrain industrial electricity price spikes.

  • Impact on moving goods: Prioritizing major state highway and freight hub investments targets a reduction in transit times and logistical friction for moving goods to ports or domestic markets.

  • Center-Left Parties (e.g., Labour) tend to balance decarbonisation goals with structured market oversight, leaving the door open to regulatory adjustments in the electricity sector to protect end-users from volatile spot prices.

  • Impact on making goods: Emphasizes accelerated green electrification and transition funding, which can support firms upgrading to energy-efficient machinery, though debates remain on how quickly baseload security can be guaranteed without fossil-fuel backups.

  • Impact on moving goods: Favors a mixed transport funding model that incorporates robust rail and public transport investment alongside roads, which affects how regional freight corridors are prioritized and funded. [WhichParty NZ]

  • Minor and Left/Green Parties (e.g., Green Party, NZ First, TOP) offer contrasting interventions—ranging from NZ First’s proposals to structurally split major gentailers (power generation and retail companies) to lower domestic and industrial power bills, to the Greens' push for rapid phase-outs of fossil-fuel infrastructure in favor of 100% renewable acceleration.

  • Impact on making goods: Restructuring the electricity market or forcing a breakup of gentailers is pitched by proponents as a way to lower wholesale electricity costs for heavy users, whereas critics argue it introduces regulatory and pricing uncertainty.

  • Impact on moving goods: Stances that heavily penalize carbon emissions or restrict fossil fuel access before heavy electric freight alternatives are commercially viable for heavy manufacturing logistics can temporarily elevate transport overheads.

If you'd like to narrow this down for your specific operation, tell me:

  • Do you rely more heavily on grid electricity or gas/liquid fuels for your manufacturing process?
  • Are your freight movements primarily centered on road transport or a mix of road and rail?

I can help map out how specific party frameworks align with your operational cost pressures.

Ask anything

Captured 12 October 2026 · shown as Google AI Mode gave it, not a verified account

AI Overviews · No location

I run a small manufacturing business that exports and employs staff. We are considering new equipment but worry about demand, freight costs and finding skilled workers. I am considering my vote in the 2026 New Zealand general election. How do parties' energy and fuel policies affect businesses making and moving goods?

AI Overview

For a small manufacturing and exporting business in New Zealand, energy and fuel policies directly dictate your operational overheads, the cost of moving goods to port, and your capital expenditure (CapEx) when buying new machinery.

The political parties in the 2026 General Election offer fundamentally different visions for how to stabilize utility costs and handle liquid fuel markets.

⚡ Electricity Costs & New Equipment Investment

If you are considering new manufacturing equipment, you are likely weighing whether to invest in traditional gas/fossil-fueled machinery or transition to fully electric plant systems.

National & Coalition Partners (ACT / NZ First)

  • The Strategy: Focused heavily on a supply-side boost to lower market prices by fast-tracking generation and clearing red tape.

  • National: Releasing their Electrify NZ 2.0 plan, National is targeting lines companies and grid operator Transpower to review charges and make it easier to feed self-generated power back into the grid. They also require large energy users like data centres to bring their own power so they don't spike your local grid costs. They recently proposed a $10m fund to support manufacturing transitions from natural gas to electrification.

  • ACT: Prioritizes letting market forces drive efficiency. They strongly support keeping large electricity companies intact while removing regulatory barriers to resource extraction.

  • NZ First: Taking a more interventionist approach, campaigning to break up the big four "gentailers" by separating electricity generation from retail arms to stop alleged anti-competitive pricing.

  • Business Impact: If you want cheaper electricity via a massive injection of all-source generation (including fossil-fuel backing), the Coalition's approach focuses on macro-market pricing.

Labour & The Green Party

  • The Strategy: Direct state intervention, banning price gouging, and heavily subsidizing clean energy transition directly at the user level.

  • Labour: Supports partnering directly with businesses to fund electrification. They plan to introduce a strict ban on "price gouging" by power companies and are pushing their SolarSaver initiative to subsidize upfront solar and battery costs.

  • Green Party: Proposing a new, publicly owned power generation company called Kiwipower to directly compete with private entities and drive down commercial and residential utility bills.

  • Business Impact: If you want government-backed low-interest loans, subsidies, or direct co-investment to lower the CapEx of buying advanced electric machinery, the center-left parties provide a more direct compliance runway.

🚚 Freight & Liquid Fuel Security

Moving goods from your factory to domestic clients or export ports makes your business highly sensitive to global supply chain shocks and diesel prices.

  • Fuel Security Mitigation: In response to ongoing Middle East volatility, the current government implemented the Fuel Response Plan 2026. This builds an active strategy to prioritize uninterrupted fuel delivery to critical supply chains and businesses if a crisis strikes. NZ First has additionally secured $150 million for strategic fuel reserves.

  • The Gas & Fossil Fuel Divide: National, ACT, and NZ First have reversed the previous offshore oil and gas exploration ban to increase domestic fuel certainty and generate Crown royalties. Conversely, Labour and the Greens pledge to reinstate the oil/gas exploration ban, aiming to push heavy transport toward biofuels and rail infrastructure.

  • Regional Freight Options: To counteract freight barriers for regional manufacturers, Labour recently proposed requiring the NZ Transport Agency to release surplus land to allow independent, uncrewed petrol stations to open up in smaller provincial towns, driving down regional fuel costs through competition.

Summary: What This Means For Your Vote

Policy Focus National / ACT / NZ First Labour / Greens
Machinery Investment Supply-side market reforms to lower general power rates; less regulatory red tape for connection. Targeted subsidies, state co-funding for business electrification, and solar/battery setups.
Energy Market Structure ACT/National favor market mechanisms; NZ First seeks to forcefully split gentailers to drop costs. Strict price-gouging bans or creating a state-owned competitor (Kiwipower).
Moving Goods (Freight) Boosting domestic fuel resilience through strategic reserves and local oil/gas exploration. Transitioning freight infrastructure to green alternatives and unlocking land for cheaper regional fuel operators.

If you would like to look closely at other angles, I can break down how the parties' Apprenticeship/Immigration settings address your skilled worker shortage, or look into their Small Business export tax policies. What would be most useful?

Ask anything

Captured 12 October 2026 · shown as AI Overviews gave it, not a verified account