Evidence · NZ Election 2026 · Edition 5

Every question and original answer

All 174 questions and the 786 complete answers recorded on 23 October 2026. Source lists and sentiment assessments are included, alongside the unchanged original answers.

questions
174
answers saved
786
collected
23 October 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

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

    questions.csv

    One row per question, with its original wording.

    id, text, reference, enabled, axes, collectionSettings

  • Complete answers

    answers.csv

    One row per saved answer, including its original text.

    id, questionId, assistant, collectionSetting, askedFrom, text, words

  • Answers included in each comparison

    memberships.csv

    One row per answer and comparison, showing which results were counted together.

    comparisonId, answerId, rowKey, included

  • Party names found in answers

    codings.csv

    One row per answer, party and comparison, with the recorded decision and evidence.

    comparisonId, answerId, entityId, kind, measure, counted, quote, reason, evidence

  • Sources recorded with each answer

    sources.csv

    One row per answer, with its recorded websites, source-list status and visible links.

    answerId, capture, domains, urls, literalUrls, origin

  • What the voting-guidance answers did

    behaviour-coding.csv

    One row per guidance answer, with the recorded behaviours and supporting passages.

    answerId, draft_id, platform, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction, rationale, evidence, review_provenance

  • Checks against official sources

    checks.csv

    One row per selected statement checked in an answer.

    checkId, claimToTest, category, answerId, questionId, assistant, assertionPresent, assertion, verdict, evidence, whatTheSourceSays, assessment, checkedOn, paragraphs

  • Statements selected for checking

    check-register.csv

    One row per selected check, with its reason and official source.

    checkId, claimToTest, category, whyChecked, primarySourceUrl, answerId

  • Research findings

    findings.csv

    One row per finding, with its figure and supporting records.

    id, statement, summary, caveat, value, denominator, evidence

  • Evidence behind the findings

    findings-evidence.csv

    One row per finding, with the records supporting it.

    findingId, rows

  • What changed for each voter

    case-decisions.csv

    One row per voter situation, with the earlier and later readings.

    case, transition, quote, assessment, draft_id, scenario, earlier_result_id, result_id, earlier_quote, earlier_assessment, earlier_review_provenance, current_review_provenance

  • Answers read in detail

    report-evidence.csv

    One row per answer included in the detailed research readings.

    key, answerId, interpretation, text

  • Party counts by edition

    party-count-tables.csv

    One row per comparison, edition, assistant and party, with its answer count and total.

    panel, edition, platform, party, numerator, denominator

  • Answer length by assistant

    platform-tables.csv

    One row per comparison, edition and assistant, with the recorded answer lengths.

    panel, edition, platform, answers, median_words, total_words

  • Location comparisons by edition

    regional-tables.csv

    One row per national-and-location comparison and edition.

    edition, prompt_id, platform, city, draft_id, block, scenario_id, scenario, issue, priority, common_4_5, complete, national_result_id, city_result_id, same_text, same_party_set, same_displayed_party_set

  • Changes by topic

    issue-tables.csv

    One row per topic, showing answer totals and changes in party names.

    issue, current_answers, matched, changed_party_sets, changed_displayed_party_sets

  • Links visible in answers

    literal-source-evidence.csv

    One row per answer, with the web links present in its text.

    edition, result_id, literal_urls, literal_domains, associated_capture

  • Separate website reference totals

    aggregate-references.csv

    One row per website in the separate reference summary; these totals do not identify which answer used it.

    domain, citationCount, referenceCount, promptCount, urlTotal, trendTotal, platforms

  • Answers compared with 19 October

    pairs.csv

    One row per answer with an earlier counterpart to the same question, assistant and location.

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Statements and sentiment assessments

    claims.csv

    The saved assessments of statements about tracked parties, with their answer references and verified extracts where available.

    claimId, answerId, entityId, role, tone, quote, origin, nativeQuoteVerified

  • Original saved statement assessments

    raw-native-claims.csv

    One row per saved statement, with its original wording and party assessments. These are automated results, not independently checked facts.

    quote, brands, stance, claimId, claimText, sourceResultId

  • Original saved source records

    raw-native-sources.csv

    Every saved source record, distinguishing citations from other references. The source rankings count citations only.

    answerId, url, domain, metadata, domainType, citationKind

  • Sources by answer

    source-associations.csv

    One row per answer and website; repeated references to the same website count once.

    answer id, question id, assistant, domain, publisher

  • National and location answers

    place-pairs.csv

    One row per complete national-and-location pair in this edition.

    question id, assistant, place, national answer id, place answer id, national entities, place entities, same entities

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

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. Which party would you suggest I vote for if I want a viable farm and workable environmental protections, and what compromises would I be making?

For a farm well outside a main centre, the key question is how to balance three things: farm profitability, environmental rules that are practical to comply with, and reliable access to essential services.

For New Zealand’s 2026 general election, I’d compare parties on those three issues rather than treating “pro-farming” and “pro-environment” as mutually exclusive. A party may favour lower compliance costs but offer less certainty about environmental outcomes; another may favour stronger environmental safeguards but require more spending, record-keeping or changes to farming practices.

The important distinction is between what a party promises, what it has actually done in government, and what its policies would mean for your particular farm.

How the main parties compare

The 2026 election is scheduled for Saturday 7 November, with advance voting from 26 October. The policy positions below reflect information available as of 23 October 2026; some proposals may change during the final campaign. Policies for Party vote - NZ Election 20262026 Election Q&A

This is a comparison of policy priorities and trade-offs, not a ranking of parties.

Will National Party Finish 2nd in New Zealand's 2026 Election?

National Party

Emphasis: farm productivity, regulatory flexibility and water infrastructure

National says it wants to reduce unnecessary compliance, simplify freshwater and winter-grazing rules, and make on-farm water storage easier. Its announced water-security package includes $300 million in concessional loans for water-storage projects, alongside irrigation and fertiliser initiatives. The Government has also abandoned plans for an on-farm agricultural emissions pricing system by 2030 in favour of technology-led reductions. National is the Party of FarmersSecuring water and fertiliser to back NZ farmersUpdating our approach to reducing agricultural emissions

Potential compromise: Less regulatory pressure and more scope to expand production, but you may prefer stronger freshwater protections, more precautionary environmental rules or firmer emissions-reduction requirements than this approach provides.

South Island Election Conference 2026

Labour Party

Emphasis: public services, economic support and climate commitments

Labour's 2026 programme includes a commitment to fixing the Emissions Trading Scheme while maintaining New Zealand's commitment to the Paris Agreement. It also proposes measures relevant to rural households, including free prescriptions, three free GP visits a year and a scheme to help doctors establish themselves in local practices. Labour's 2026 Election PoliciesElection 2026: Political polarisation on energy and climate, except solar

Potential compromise: You may get stronger emphasis on public-service access and climate accountability, but a more ambitious emissions framework or tighter environmental standards could mean additional adjustment costs for some farming businesses. The precise farm-level effect depends on the final policy design.

Green Party NZ (@NZGreens) on X

Green Party

Emphasis: freshwater, biodiversity, climate action and ecological restoration

The Greens favour stronger environmental protections and climate action, alongside initiatives such as clean-energy financing and ecological regeneration. Their approach places greater weight on environmental outcomes rather than treating production growth as the primary objective. Vote for the environment this New Zealand electionElection policy tracker: what the parties are promisingElection 2026: Political polarisation on energy and climate, except solar

Potential compromise: Stronger safeguards could improve long-term protection of waterways, soils and biodiversity, but additional standards, land-management changes and monitoring could increase costs or constrain some land uses. You would want to check how proposed rules apply to your farm type.

New Zealand Legislative Election Winner 2026 Odds | Polymarket

ACT New Zealand

Emphasis: reducing government regulation and limiting climate-policy burdens

ACT supports reducing regulatory constraints and has advocated rolling back aspects of New Zealand's climate-policy framework. The current election's independent policy tracker identifies it as part of the group challenging the existing approach to emissions and environmental governance. Policies for Party vote - NZ Election 2026Election 2026: Political polarisation on energy and climate, except solar

Potential compromise: You may favour its approach to regulatory restraint, but you would need to assess whether it provides sufficient environmental safeguards and a credible long-term framework for managing water quality, erosion, biodiversity and climate risks.

New Zealand legislative election winner? Predictions & Od... 2026 | Polymarket

New Zealand First

Emphasis: regional interests, economic sovereignty and domestic resource development

NZ First supports domestic resource development and has opposed some existing climate-policy commitments. It has also expressed support for active transport, although the detail of its environmental programme differs from the Greens' approach. Election 2026: Political polarisation on energy and climate, except solarElection policy tracker: what the parties are promising

Potential compromise: Its regional-development focus may appeal if you prioritise productive industries and resource access, but its climate-policy direction may not provide the level of environmental certainty you want.

Te Pāti Māori - Party for Party vote - NZ Election 2023 - Policy.nz

Te Pāti Māori

Emphasis: Māori rights, freshwater stewardship and stronger environmental commitments

Te Pāti Māori supports stronger climate commitments and a freshwater approach centred on Māori authority and stewardship. Its positions may be relevant to farmers concerned with ecological outcomes, although its wider approach to land, governance and resource management also matters. Policies for Party vote - NZ Election 2026Election 2026: Political polarisation on energy and climate, except solar

Potential compromise: Stronger environmental and stewardship commitments may come with different expectations around freshwater governance, land use and decision-making. Consider how its specific proposals would affect your farm and local community.

For an independent cross-party comparison, Policy.nz's 2026 election guide lets you compare policies on freshwater, emissions, conservation and other environmental issues. The summaries above should not be read as guarantees of what any party would enact: coalition negotiations, budgets and implementation details matter.

What matters most when you live remotely?

The environmental and farming policies are only part of the decision. For a remote farm, service availability and infrastructure can affect your household and business just as much as compliance costs.

Issue What to check in each party's policy
Farm operating costs Fuel, electricity, fertiliser, interest rates, labour costs and tax settings
Freshwater and land use Rules for stock exclusion, nutrients, wetlands, erosion, water takes and irrigation
Emissions Whether agriculture faces pricing, mandatory reductions or technology-based incentives
Rural healthcare GP availability, urgent care, ambulance coverage and travel distances to hospitals
Roads and connectivity Rural road maintenance, broadband, mobile coverage and resilience during extreme weather
Schools and workforce Rural school transport, access to trades and the availability of skilled farm workers
Policy certainty Whether rules are stable, evidence-based and practical for your farm over the next 5–10 years

For the environmental side, the Public Health Communication Centre's September 2026 election analysis describes a significant divide between parties over climate policy, while noting that some parties had not supplied complete policy responses. That makes it particularly important to distinguish published commitments from assumptions about what a party might do. Election 2026: Political polarisation on energy and climate, except solarElection policy tracker: what the parties are promising

How to make the decision for your farm

Rather than deciding from a party's overall image, I would test each party against three practical questions:

  1. Will my farm remain viable? Look for policies that address your actual cost pressures and market, not simply promises to reduce red tape.
  2. Are the environmental rules workable? Look for clear standards, realistic transition periods, recognition of improvements already made, and support for compliance costs.
  3. Will my community retain essential services? Look for funded commitments to rural healthcare, roads, communications and education, rather than general promises to support rural New Zealand.

A party that offers relief on one issue may involve a compromise on another. For example, less stringent environmental requirements may reduce immediate compliance expenses, but you may value stronger safeguards for the waterways and soils your farm depends on. Conversely, stronger rules may support environmental outcomes but need workable timelines and funding to avoid putting disproportionate pressure on farm businesses.

Also remember that New Zealand's MMP system gives you two votes: a party vote and an electorate vote. They need not be for the same party. Policies for Party vote - NZ Election 2026

One detail would help narrow the comparison

What sort of farm do you run?

With those details, the comparison can focus on the policies most likely to affect your farm's viability, environmental obligations and access to services, without assuming that all farms face the same trade-offs.

Ask anything

ChatGPT can make mistakes. Check important info.

Captured 23 October 2026 · shown as ChatGPT gave it, not a verified account

Gemini · No location

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. Which party would you suggest I vote for if I want a viable farm and workable environmental protections, and what compromises would I be making?

Choosing a party that balances a viable, profitable farm business with workable environmental protections involves weighing different philosophical approaches to regulation, climate policy, and rural economic support.

Because New Zealand’s political landscape offers distinct choices across the spectrum, aligning your vote depends heavily on which side of the ledger you are willing to compromise on.


1. The Center-Right Approach (National / ACT / New Zealand First)

If your primary goal is maximizing farm viability, cutting red tape, and relying on voluntary or technology-led environmental solutions.

  • The Vision: This bloc emphasizes lowering operating costs, rolling back prescriptive central government rules, keeping agriculture out of a carbon pricing framework that disadvantages local producers (the "no-leakage/tools-first" approach), and streamlining consenting for on-farm water storage and freshwater management.
  • The Compromise: The trade-off here is environmental ambition. Critics and environmental groups argue that prioritizing economic output and relying strictly on voluntary catchment groups or delayed pricing mechanisms risks long-term water quality, biodiversity loss, and meeting international climate obligations. If you value rigorous, legally mandated environmental bottom lines or rapid decarbonisation, this path offers fewer safeguards.

2. The Center-Left Approach (Labour)

If you are looking for a middle ground that acknowledges climate obligations while attempting to cushion the regulatory burden on the primary sector.

  • The Vision: Labour frames environmental protection and economic productivity as mutually dependent, supporting practical freshwater standards and targeted funding for catchment groups or sustainable tech. They pitch themselves as a sensible middle tier for farmers who accept that environmental reporting and climate measures are here to stay, but want moderated pacing compared to more radical ecological platforms.
  • The Compromise: The trade-off is regulatory friction and cost. Even with moderated policies, a center-left administration naturally leans toward tighter compliance structures, higher reporting standards, and a framework where environmental bottom lines can override intensive development. You may face higher compliance costs and a more bureaucratic relationship with Wellington agencies.

3. The Green-Left Approach (Green Party / Te Pāti Māori)

If your operational philosophy is rooted in deep ecological stewardship (kaitiakitanga) and you believe long-term farm viability is impossible without aggressive climate action.

  • The Vision: These parties prioritize strict environmental safeguards, rapid decarbonisation, tighter restrictions on intensive farming practices, and legally binding ecological preservation.
  • The Compromise: For a working farm outside a main center, the compromise is severe economic and operational pressure. Their policies often include aggressive pricing on agricultural emissions, tighter constraints on land and water use, and a strong regulatory push away from high-intensity traditional farming models. This can significantly increase immediate operating costs and limit management flexibility.

Summary: What Compromises Are You Making?

  • Vote Center-Right: You gain immediate financial viability and less red tape, but you compromise on strict environmental benchmarks and climate mitigation speed.
  • Vote Center-Left: You gain a balanced attempt at both, but you compromise on regulatory creep, compliance overhead, and potential policy swings depending on coalition partners.
  • Vote Green/Left: You gain uncompromising environmental preservation, but you compromise heavily on short-term farm profitability, autonomy, and operational flexibility.

Given that you are managing a rural operation well outside a main center—where local service access, transport costs, and compliance tracking already stretch resources—your decision ultimately rests on whether you view environmental rules as a barrier to survival that needs trimming, or as an essential framework that must be enforced regardless of the short-term economic pinch.


To help narrow this down further: Are you primarily running a livestock, dairy, or horticulture operation, and which specific obligation (e.g., freshwater rules, carbon/emissions tracking, or local council district planning) currently impacts your day-to-day operations the most?

Ask Gemini

Gemini is AI and can make mistakes.

Captured 23 October 2026 · shown as Gemini gave it, not a verified account

Google AI Mode · No location

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. Which party would you suggest I vote for if I want a viable farm and workable environmental protections, and what compromises would I be making?

Choosing how to vote when balancing the economic viability of a remote farm against workable environmental management involves weighing distinct political philosophies. In New Zealand’s MMP environment, different parties prioritize varying intersections of compliance costs, climate/freshwater rules, and regional infrastructure.

Instead of naming a single party to vote for, it is most helpful to look at the primary political blocs and the specific compromises each requires you to make regarding your bottom line, environmental rules, and rural services.


1. Centre-Right / Right (e.g., National, ACT, New Zealand First)

These parties generally emphasize reducing compliance, keeping agricultural emissions out of a carbon pricing mechanism prematurely, streamlining resource consent processes, and cutting red tape.

  • The Upside for Your Farm:

  • Lower Operating Costs & Red Tape: Focus shifts toward standardising rules nationally (e.g., for drain maintenance, winter grazing, and fertiliser application) rather than heavy prescriptive regional council rules.

  • Emissions & Regulation: Strong resistance to putting agricultural biological emissions into the ETS or implementing punitive taxation on standard farming inputs. Streamlined consenting via resource management replacements aims to make on-farm infrastructure (like water storage) easier to build.

  • The Compromises You Make:

  • Environmental Stringency: You compromise on aggressive, legally binding climate and freshwater targets. If you value strict long-term climate guardrails or place a high priority on rapid biodiversity/water quality recovery backed by central regulation, these parties offer a much looser framework.

  • Public Services and Infrastructure: Right-of-centre fiscal restraint can mean tighter public spending. While they promise economic management to lower inflation and interest rates, physical and social infrastructure in remote rural areas (such as local healthcare, rural policing, or telecommunications funding) may rely more heavily on private solutions or streamlined local delivery rather than large state investment.

2. Centre-Left (e.g., Labour)

This approach attempts a middle ground—seeking structured frameworks for sustainable farming while maintaining a baseline of environmental accountability and climate obligations.

  • The Upside for Your Farm:

  • Support for Transition: More willingness to use government co-funding or partnerships to assist rural communities with climate adaptation, biosecurity, and regional infrastructure resilience.

  • Balanced Frameworks: Tries to maintain international market credentials by ensuring New Zealand's export products carry verified low-carbon and clean-water credentials, which helps shield against shifting global consumer preferences in EU or UK markets.

  • The Compromises You Make:

  • Higher Compliance Burden: You accept a higher level of bureaucratic oversight, mandatory reporting, and constrained flexibility around land use change, freshwater caps, and eventual pricing of agricultural emissions.

  • Cost Pressures: Greater emphasis on regulatory compliance means higher administrative or operational overhead for individual farm owners, which can pinch profitability during tight commodity price cycles.

3. Left / Green (e.g., Green Party, Te Pāti Māori)

These parties place primary emphasis on ecological restoration, rapid transition away from fossil-dependent or intensive agriculture, and internalising environmental costs.

  • The Upside for Your Farm:

  • Ecosystem Resilience: Long-term protection of the natural capital your farm relies on—soil health, clean catchments, and native biodiversity. Policies often support a pivot toward regenerative or lower-input farming models with localized financial incentives.

  • Rural Community Support: Strong advocacy for public services, regional rail/transport, health access, and local economic independence in remote areas, funded through progressive taxation (such as wealth or corporate taxes).

  • The Compromises You Make:

  • Severe Economic and Regulatory Squeeze: This is the highest compromise for a conventional viable farm model. Inclusion of agriculture in strict carbon pricing, rapid phase-outs of synthetic fertilisers or certain chemical tools, and strict land-use rules can dramatically escalate short-term operational costs and restrict management flexibility.

  • Viability Risk: Transitioning to the compliance and operational standards favoured by this bloc can make traditional high-output or pastoral farming financially untenable without immediate, radical shifts in farm systems.


Summary Checklist for Your Decision

  • If your primary fear is regulation and input costs choking your cashflow: Leaning toward the Centre-Right/ACT/National reduces immediate compliance friction, but you compromise on robust, enforceable environmental guardrails and potentially broader state-backed rural service investment.

  • If your primary fear is long-term environmental degradation and loss of premium export credentials: Leaning toward the Centre-Left/Labour offers a moderated buffer, but you accept ongoing regulatory reporting and compliance costs.

  • If your primary focus is deep ecological alignment: Leaning toward the Greens prioritizes the environment at the steep compromise of higher economic hurdles and restrictive operational mandates for standard farm systems. [Greenpeace]

Ask anything

Captured 23 October 2026 · shown as Google AI Mode gave it, not a verified account

AI Overviews · No location

We run a farm and live well outside a main centre. We are weighing operating costs, environmental obligations and access to local services. I am considering my vote in the 2026 New Zealand general election. Which party would you suggest I vote for if I want a viable farm and workable environmental protections, and what compromises would I be making?

AI Overview

To balance operating costs, workable environmental protections, and local service access , your decision comes down to which set of compromises you are most willing to accept, as no single political party perfectly aligns with every aspect of rural farm life.

As an AI, I remain neutral and do not recommend a specific party. Instead, the options below outline how New Zealand's primary political alignments approach farming interests ahead of the 2026 General Election, along with the trade-offs each choice requires.

Political Alignment Comparison for Rural Farmers

Political Block / Party Approach to Operating Costs & Regulations Approach to Environmental Obligations Approach to Rural & Local Services Major Compromises & Trade-offs
National / ACT (Right-of-Center) Prioritizes lowering costs by reducing compliance burdens, reforming the Resource Management Act (RMA), and pushing back emission targets. Favors sector-led, tech-based solutions and voluntary farm-level improvements rather than strict state mandates or pricing. Emphasizes infrastructure funding (e.g., roads, bridges via Waka Kotahi), though relies heavily on private/charitable models for social services. Environmental & International Reputation: Slower progress on climate metrics could risk New Zealand's "clean and green" export brand premium in premium overseas markets.
Labour (Left-of-Center) Imposes higher compliance costs through structured regulatory frameworks and strict regional targets to manage intensive land-use impacts. Advocates for robust state-mandated rules , protecting highly productive land, improving freshwater quality, and integrating agriculture into emission pricing. Prioritizes heavily subsidized, state-funded public services , including regional healthcare networks and centralized rural infrastructure support. Immediate Viability Hurdles: Higher immediate operational costs, a heavier administrative reporting burden, and tighter constraints on fertilizer use or stock numbers.
Green Party (Left/Progressive) Advocates for a major structural shift , penalizing intensive industrial farming techniques while financially supporting organic transitions. Demands strict, fast-tracked environmental protections , sharp reductions in synthetic nitrogen use, and direct pricing of biological agricultural emissions. Focuses on localized public transport and community-led social services, though primarily optimized around denser, urban-fringe populations. High Short-Term Risk: Drastic changes could threaten immediate cash flow and output for standard pastoral systems that rely on intensive management for yield viability.
New Zealand First (Centrist/Nationalist) Focuses on pragmatism and regional survival , resisting global climate mandates that place local food producers at a global disadvantage. Seeks a "common-sense" middle ground , supporting local conservation but opposing environmental laws that threaten small-town economic life. Strongly prioritizes direct government funding for provincial roads, regional development funds, and rural community resources. Policy Volatility: As a centrist kingmaker, their final policy positions depend entirely on who they form a coalition with, making long-term planning more uncertain.

Key Considerations for Your Vote

  • If your primary threat is immediate cash flow: A vote for a National/ACT platform limits red tape and keeps short-term compliance overheads low.

  • If your primary priority is long-term market access: A vote toward a Labour/Green platform ensures your farm stays ahead of strict international supply chain rules demanding verifiable sustainability, though at a much steeper upfront cost.

  • If your priority is provincial funding: NZ First heavily targets capital injections directly into the regional economies outside major cities.

Ask anything

Captured 23 October 2026 · shown as AI Overviews gave it, not a verified account