Evidence · Immigration

Immigration: questions, answers and evidence

Read all 797 original answers and the tables behind the findings. The 27 missing answers are from the China comparison on three platforms.

questions
143
captured answers
797
missing responses
27
answers collected
15–20 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 143 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.

  • Complete AI answers

    answers.csv

    One complete original answer, with the question, platform, country setting and migrant profile.

    question_id, surface_code, location_ref, result_id, prompt_id, platform, scan_id, collection_panel, question_text, response_text

  • The questions we asked

    question-catalogue.csv

    One question with the migrant profile, wording and purpose.

    question_id, question_version, group_id, case_id, asked_for, output_id, module_ids, category, wording_style, prompt_set, collection_panel, comparison_id, exact_text, distinguishing_facts, stated_facts, tags, status

  • Planned questions, platforms and countries

    execution-assignments.csv

    One question, platform and country we planned to collect an answer from.

    question_id, collection_panel, location_name, location_ref, surface, surface_code

  • The 27 missing answers

    missing-cells.csv

    One expected answer that was not collected.

    question_id, collection_panel, location_name, location_ref, surface, surface_code

  • Locations named for each migrant profile

    location-by-persona.csv

    How often a place was named in the twelve New Zealand answers for each migrant profile.

    persona, place, answers, denominator, wording_styles, wording_count, surface_count

  • Locations named across question wordings

    location-by-wording.csv

    One profile, platform and place, showing which versions of the question led to an answer naming the place.

    persona, surface, place, answers, denominator, wording_styles

  • Locations named by collection country

    location-by-region.csv

    One place and country setting; the China comparison has nine answers on Google AI Mode only.

    region, place, answers, denominator, surfaces

  • Eight countries on Google AI Mode

    location-ai-mode-eight-regions.csv

    One place and country across the same nine questions on Google AI Mode.

    region, place, answers, denominator

  • Matched local and overseas answers

    matched-region-answer-pairs.csv

    A New Zealand answer alongside the same question and platform using another country setting.

    region, surface, persona, question_id, result_id, nz_result_id, same_place_set, jaccard, added_names, omitted_names

  • Topics explicitly raised in the answers

    signals-by-output-platform.csv

    How often selected words and phrases appeared, by topic and platform.

    output, surface, signal, answers, denominator

  • Topics raised for each migrant profile

    signals-by-persona-output.csv

    How often selected words and phrases appeared, by migrant profile and topic.

    output, persona, signal, answers, denominator

  • Website addresses in captured answers

    captured-answer-links.csv

    Web addresses saved in the original answers, with image and file links identified.

    question_id, result_id, prompt_id, surface, surface_code, region, output, persona, wording, panel, words, raw_page, transcript, url, domain, host_class, image_or_asset

  • Extra table: links excluding images and files

    captured-links-by-platform.csv

    One platform across the same 143 New Zealand questions. The table excludes image and file links; the main Sources section counts those links.

    surface, denominator, answers_with_links, answers_with_govt_links

  • Captured answer lengths

    platform-answer-length.csv

    One platform across the same 143 local questions.

    surface, answers, median_words, mean_words

  • Recorded websites by answer

    sources-by-answer.csv

    Each website recorded as a source for an answer, with the page addresses and number of statements linked to the website.

    question_id, result_id, prompt_id, surface, surface_code, region, output, persona, wording, panel, words, raw_page, transcript, domain, publisher, claim_count, source_urls

  • Recorded sources and their original claims

    source-claim-ledger.csv

    Sources attached to individual statements, with the original answer, quotation and source passage.

    narrative_id, claim_id, question_id, result_id, prompt_id, surface, surface_code, region, output, persona, wording, panel, words, raw_page, transcript, domain, url, source_passage, claim_quote, quote_exact

  • Answers with sources and answers with links

    source-answer-coverage.csv

    Each New Zealand answer, showing whether sources were recorded and whether the answer text contains a web link.

    question_id, result_id, prompt_id, surface, surface_code, region, output, persona, wording, panel, words, raw_page, transcript, associated_websites, had_sources, literal_url_answer

  • Website publisher classifications

    source-publisher-classification.csv

    Each website, the type of organisation behind the website and the reason for the category. Unconfirmed types remain Other.

    domain, publisher, basis, source

  • Tone toward each place

    place-sentiment-ledger.csv

    One named place in one answer, with the positive, neutral, negative or mixed label, supporting passages and reason. All 108 New Zealand answers about where to live were reviewed.

    result_id, question_id, prompt_id, persona, assistant, region, place, stance, paragraph_numbers, supporting_passages, display_passage, reason, answer_sha256, reviewed_on

  • Facts supplied in each question

    prompt-reporting-eligibility.csv

    Every question, with corrected descriptions of the facts stated and limits on interpreting its answers.

    question_id, reviewed_on, prompt_sha256, original_stated_facts, corrected_stated_facts, metadata_changed, destination_explicit, descriptive_counts_included, interpretation_rule

  • Sources across question styles

    source-wording-incidence.csv

    One website, profile, topic and platform, with answer totals, question styles and the original answer references.

    persona, output, surface, domain, answers_with_source, eligible_answers, wording_styles_with_source, eligible_wording_styles, observed_styles, eligible_styles, answer_ids, by_style

  • Questions with corrected fact descriptions

    question-catalogue-reviewed.csv

    The unchanged original question text with fact descriptions reviewed on 28 October 2026.

    question_id, question_version, group_id, case_id, asked_for, output_id, module_ids, category, wording_style, prompt_set, collection_panel, comparison_id, exact_text, distinguishing_facts, stated_facts, tags, status

  • Statements checked against official sources

    statement-checks.csv

    One checked statement, with its exact passage, verdict, official source, review date and original answer reference.

    check_id, measure_id, question_checked, result_id, prompt_id, question_id, persona, assistant, wording, exact_statement, verdict, what_the_source_says, source_name, source_url, checked_on, answer_sha256

  • Policy questions covered by the checks

    statement-measures.csv

    One policy question, showing checked statements, original answers and the question wordings represented.

    measure_id, question_checked, checked_statements, distinct_answers, wording_styles_with_checked_assertions, wording_styles, answer_ids, question_ids, scope

Use the question and answer numbers to follow the evidence between tables. Locations named in warnings and comparisons count. Sources attached to an answer and web links in the answer text are counted separately.

03

The reviewed evidence

We read all 108 New Zealand answers about where to live to assess the tone toward each named place. A separate selection of 41 answers explores practical advice and contrasts across topics. The original policy checks were made on 22 October and expanded on 28 October 2026; verdicts cover selected statements, not every answer.

ChatGPT · New Zealand country setting

I've worked in dairy farming for years and need a reliable year-round job. How realistic is it that I could find suitable work, and what could get in the way?

How realistic is it to find reliable, year-round work in New Zealand dairy farming?

Your chances are reasonably good, particularly if you have several years of hands-on dairy farming experience. However, finding a job that provides genuinely year-round employment, dependable income, and reasonable working conditions is a more specific challenge than simply finding farm work.

Your experience is a significant advantage. Dairy farms need people who can manage daily milking, animal health, pasture management, and general farm operations. Employers may be particularly interested if you can work independently, recognise animal health problems early, and help keep a farm running smoothly during busy periods.

The key is to target the right type of position and check the employment arrangements carefully before accepting an offer.

1. What are your chances of finding a suitable job?

New Zealand's dairy industry offers several routes to year-round employment. The government's workforce information distinguishes between full-year farm workers and people employed for shorter periods during calving. Work and Income also identifies dairy farming as work available for almost the whole year. Together, these are encouraging signs for someone with your experience. 【turn0search5】【turn0search0】

Here is how I would assess your options:

Type of job Prospects for year-round work What to consider
Dairy farm assistant Good potential Look for permanent, full-time positions rather than seasonal contracts.
Experienced farm worker Good potential Your practical experience may help you secure a role with more responsibility.
Senior farm assistant or 2IC Worth targeting Experience, reliability, animal health knowledge and the ability to work independently matter.
Herd manager Worth targeting if you have the skills Employers may expect experience with herd performance, staff coordination and farm records.
Relief milker Less predictable Work can be regular, but your income depends on the availability of shifts and cover.
Calf rearer Often seasonal Many positions concentrate on the calving period, so check the contract length.

These are general assessments of the roles, not measured probabilities of getting hired.

My recommendation: If you have several years of experience and want a dependable income, prioritise permanent dairy farm assistant, senior farm assistant, 2IC or herd manager positions that explicitly offer full-time employment throughout the year.

You don't necessarily need to move out of dairy farming to achieve greater job security. You may simply need to move from seasonal work or an uncertain employer to a permanent position with a well-managed farm.

2. What could get in the way?

Even with solid experience, several factors can make finding the right job more difficult.

A. Seasonal employment and fluctuating hours

Dairy farming operates throughout the year, but the workload changes considerably.

  • Winter: Cows may be dried off, and some farms reduce staffing or working hours.
  • Spring: Calving creates a significant increase in workload and demand for additional workers.
  • Summer and autumn: Milking, pasture management, feeding and other farm duties continue, although the demands vary by farm.

The government's dairy workforce information indicates that full-year workers are common, while some additional workers are brought in specifically for calving. 【turn0search5】

The important distinction is that a farm operating all year does not automatically mean every employee has guaranteed work all year.

If you need consistent income, be cautious about jobs described as seasonal, casual, fixed-term or relief work.

Ask prospective employers:

  • Is this a permanent, year-round position?
  • What are the guaranteed or agreed weekly hours?
  • How do hours change between winter and spring?
  • How is overtime paid?
  • Are there any periods when employees are expected to take unpaid leave?

Get the agreed arrangements in writing.

B. The type of experience you have

Having years of dairy experience is valuable, but employers will want to understand exactly what you can do.

For example, experience with the following can strengthen your application:

  • Milking routines and shed operation.
  • Recognising mastitis, lameness and other animal health problems.
  • Calving and calf rearing.
  • Feeding, pasture management and fencing.
  • Tractor operation, machinery maintenance and general repairs.
  • Maintaining farm records and following animal welfare procedures.
  • Working independently and helping less-experienced staff.

You don't need to be an expert in every area. However, being able to demonstrate several of these skills can make you a stronger candidate.

If you've spent years doing the same duties but haven't taken on additional responsibility, consider applying for experienced farm assistant positions first, then progressing towards senior roles as opportunities arise.

C. Location and willingness to relocate

Your available options will depend partly on where you're prepared to work.

New Zealand's dairy workforce information identifies Waikato as the country's largest dairy-producing region, followed by Canterbury and Otago–Southland. Dairy work is also available in other farming regions. 【turn0search5】

Being willing to consider more than one region may give you access to a wider range of employers.

However, don't assume relocation is automatically worthwhile. On-farm accommodation can be convenient, but you should compare the actual take-home pay, accommodation costs, roster and living conditions before accepting a job.

If you need to stay in your current area, your search may take longer, depending on the number of suitable vacancies available there.

D. Long hours and the working environment

Dairy farming can involve early starts, weekend work, physical labour and long days, particularly during calving.

The problem is not necessarily a lack of jobs. It may be finding an employer whose expectations are compatible with your need for a sustainable working life.

Watch out for:

  • Unclear expectations about daily working hours.
  • Excessive overtime without a clear payment arrangement.
  • Inadequate rostered time off.
  • Poor staff management or high staff turnover.
  • Accommodation that is expensive relative to the wages offered.
  • An expectation that you will be available around the clock.

A good job should provide reasonable clarity about working hours, pay, responsibilities and time off before you commit.

E. Pay and employment conditions

A job can be permanent without providing the financial security you need.

For example, a salaried role might involve substantially more hours during calving than during winter. The annual salary alone doesn't tell you whether the overall arrangement is fair.

New Zealand's adult minimum wage is $23.95 an hour before tax, effective from 1 April 2026. Salaried employees must also receive at least the applicable minimum wage for every hour worked. 【turn0search2】

Before accepting an offer, establish:

  • The annual salary or hourly rate.
  • The expected weekly hours and any maximum agreed hours.
  • How overtime is handled.
  • The cost of accommodation and other deductions.
  • Whether the employment agreement specifies permanent or fixed-term employment.
  • Your rostered days off and leave entitlements.

For a salaried position, it is particularly important to compare the salary against the actual hours you are expected to work.

You can review employment conditions through Employment New Zealand.

F. Work eligibility and other practical requirements

If you are a New Zealand citizen or resident with unrestricted work rights, you generally won't face the same visa-related barriers as someone who needs employer-supported work authorisation.

If you are on a visa, the conditions attached to it may affect which jobs you can accept and how long you can work for a particular employer.

Other practical issues can include transport, the cost of relocating, accommodation availability and the ability to provide references from previous employers.

None of these necessarily prevents you from finding work, but they can limit your options.

3. Are there actually suitable jobs available now?

Yes. Current listings provide concrete evidence that permanent, full-time dairy jobs are available in New Zealand.

For example, the Farm Source jobs board has recently advertised:

  • Experienced dairy assistant: A position seeking someone with at least 2–3 years of practical dairy farming experience.
  • Herd manager: A position involving herd management, animal health and day-to-day farm operations.
  • Permanent farm assistant: A full-time position with a stated hourly pay range of $26–$30.
  • Second-in-charge (2IC): A permanent, full-time position involving farm operations, animal health and staff supervision.

These are examples from recent listings, not a guarantee that every vacancy remains open. Some advertisements also restrict applications according to residency or work eligibility. Farm Source jobs.

You can start your search here:

When searching, filter for permanent, full-time employment and look for advertisements that specify guaranteed hours, a regular roster and the availability of accommodation if you need it.

I would also recommend contacting agricultural recruitment agencies. They may know about suitable positions that have not been widely advertised.

4. How to improve your chances

With years of dairy farming experience, I would take a focused approach rather than applying indiscriminately.

Step 1: Make your experience clear

Prepare a CV that explains how many years you've worked in dairy farming and what you can confidently do without supervision.

Include the types of milking systems you've used, your animal health experience, machinery skills and any responsibilities you've held.

Where possible, provide references from previous farm owners or managers who can confirm your reliability.

Step 2: Target permanent positions

Prioritise jobs advertised as permanent and full-time.

Don't assume that the label alone guarantees the hours or income you want. Ask for the details and check the written employment agreement.

Step 3: Compare the whole employment package

Consider more than the headline salary. Calculate what you will receive after tax and any accommodation deductions, and assess whether the expected hours are reasonable.

A slightly lower salary with reliable hours, reasonable accommodation costs and a good roster may be preferable to a higher salary that requires excessive hours.

Step 4: Apply directly and follow up

Submit a tailored CV and a short cover letter. Explain your experience, when you can start and why you are looking for a permanent position.

If you have suitable references and can demonstrate that you are dependable, make those strengths clear.

Step 5: Be selective about the employer

During an interview, ask about staff turnover, roster arrangements, winter hours, overtime and the responsibilities expected of you.

You are not simply looking for an employer who will hire you. You are looking for a position that can provide the stability you need.


5. My overall assessment

I would be cautiously optimistic about your prospects.

New Zealand has an established dairy industry, year-round farm operations and employers advertising permanent positions. Your years of experience give you a useful starting point.

The main challenge is likely to be finding a position that meets all three requirements:

  1. Permanent employment throughout the year.
  2. Dependable income and clearly agreed working hours.
  3. Suitable working and living conditions.

Your prospects will depend on your particular skills, work eligibility, location preferences and willingness to consider different types of farms.

I wouldn't recommend leaving dairy farming simply because you want more reliable employment. First, investigate permanent roles with established employers and compare their actual conditions.

Let me narrow this down to your situation

There is one particularly important detail that would help me give you a more realistic assessment.

How many years of dairy farming experience do you have, and what is your current level of responsibility? For example, are you primarily a farm assistant, an experienced independent worker, a 2IC, or a herd manager?

With that information, I can better assess which positions you are likely to qualify for, what obstacles you may face, and what your best route to securing reliable, year-round work in New Zealand would be.

Ask anything

ChatGPT can make mistakes. Check important info.

Captured 15–20 October 2026

Gemini · New Zealand country setting

I've worked in dairy farming for years and need a reliable year-round job. How realistic is it that I could find suitable work, and what could get in the way?

Given your background in dairy farming, finding a year-round job in New Zealand is very realistic.

Dairy farming is a backbone of the primary sector, and because the industry operates across all seasons (transitioning from peak milking to dry-off, winter management, calving, and mating), experienced workers are continuously in demand. However, while jobs are plentiful, securing a sustainable, long-term position that suits your expectations comes with distinct challenges.


How Realistic Is It? (The Opportunities)

  1. High Demand for Experience:
    Farm owners and managers are constantly looking for reliable, experienced hands—whether as Farm Assistants, Herd Managers, 2ICs (Second-in-Charge), or Contract Milkers. Having a track record means you can bypass entry-level friction and target roles with more autonomy and better pay.
  2. Year-Round Structures:
    While seasonal work (like relief milking or calving-only blocks) exists, the majority of permanent dairy operations run on a full calendar year. Even during the "winter dry period," farms require intensive management (feed budgeting, winter crops, calving prep, and infrastructure maintenance).
  3. Active Recruitment Channels:
    Roles are actively listed year-round through platforms like Farm Source Jobs, FRENZ, and AgriNetwork, alongside word-of-mouth networks which remain deeply influential in rural communities.

What Could Get in the Way? (The Challenges)

Even with strong job availability, several industry-wide hurdles can complicate finding a reliable, long-term fit:

  1. High Workforce Turnover & Burnout Culture:
    The New Zealand dairy sector has historically grappled with high rates of staff churn. While many farms offer great environments, some operations still struggle with long hours—particularly during peak seasons like spring calving—leading to burnout. Finding a farm that genuinely respects rosters and work-life balance requires careful vetting.
  2. Housing Availability and Quality:
    Most dairy jobs include on-farm accommodation (often a house or cottage). The quality, location, and proximity to schools, towns, or services can vary wildly. Furthermore, if a job doesn’t work out, losing your job often means losing your home, which adds high stakes to your employment choice.
  3. Geographic Isolation:
    Dairy farming is concentrated in regions like Waikato, Taranaki, Canterbury, and Southland. If you are looking for work in a specific region or need to factor in a partner's employment opportunities and community access, your options may be more constrained.
  4. Mismatch in Farm Systems and Management Styles:
    Not all dairy farms operate the same way. Systems range from low-input, once-a-day (OAD) milking to large-scale intensive operations running thousands of cows with automated technology. Moving into a system that clashes with your preferences—or working under a management style you don't mesh with—can quickly sour a year-round commitment.

Tips for Securing a Solid Year-Round Role

  • Ask the Right Questions During Interviews: Don't just ask about the pay; ask about the roster (e.g., 8 and 2, 5 and 2), average hours worked during peak vs. off-season, and what support staff are on-hand.
  • Look for Progressive Operations: Farms utilizing modern technology (such as automatic cup removers, in-shed meal feeding, and electronic drafting) or those offering structured progression pathways tend to retain staff better.
  • Speak to Previous Employees: If possible, try to gauge the farm's culture or ask for references from past team members to ensure the employer lives up to what they promise on paper.
Ask Gemini

Gemini is AI and can make mistakes.

Captured 15–20 October 2026

Google AI Mode · New Zealand country setting

I've worked in dairy farming for years and need a reliable year-round job. How realistic is it that I could find suitable work, and what could get in the way?

With years of experience under your belt, finding a year-round dairy farming job in New Zealand is very realistic. Because you already possess practical industry knowledge, you are in a much stronger position than entry-level applicants. The primary recruitment window typically aligns with the traditional dairy calendar (with positions frequently shifting around the end of the season in late spring or early winter), but demand for reliable, experienced hands persists year-round. You can explore current openings and resources via platforms like GoDairy or DairyNZ.

Why Your Outlook is Strong

  • High Demand for Experience: Farmers across major dairying regions (such as Waikato, Taranaki, Canterbury, and Southland) continually struggle to attract and retain capable, long-term staff.

  • Career Progression: With proven experience, you aren't limited to basic farm assistant roles; you can target positions like Herd Manager or Lower Order Sharemilker depending on your exact skillset and ambitions.

What Could Get in the Way

  1. High Turnover and Burnout Culture: The dairy sector historically battles high attrition rates and fatigue, meaning some operations may have mismanaged rosters or poor work-life balance that makes year-round consistency challenging. [Rural Leaders | New Zealand]
  2. Accommodation Constraints: Many farm jobs require living on-farm. Finding a position with suitable, high-quality housing for you (and potentially a family or pets) can occasionally narrow down your options locally.
  3. Mismatched Farm Systems: Moving from a lower-input pasture system to a large-scale, high-input, or fully housed system can sometimes present a steep learning curve or friction with a farm owner's specific management style.
  4. Remuneration and Compliance Expectations: Ensuring the offered salary matches the expected

27

per-hour median wage benchmarks and clear rostering (like regular time-off agreements) is vital to avoid workplace friction.

If you'd like to narrow this down, let me know:

  • What specific position (e.g., Farm Assistant, Herd Manager, Manager) are you aiming for?
  • Which region or regions in New Zealand are you looking to target?

I can give you more tailored advice on what to expect or where to look.

Ask anything

Captured 15–20 October 2026

AI Overviews · New Zealand country setting

I've worked in dairy farming for years and need a reliable year-round job. How realistic is it that I could find suitable work, and what could get in the way?

AI Overview

Finding a reliable, year-round role in New Zealand's dairy sector is highly realistic , given your years of experience, but you must navigate specific seasonal structures and overall job market conditions.

Dairy is New Zealand’s largest goods export sector and directly employs over 41,000 people on-farm. Unlike other agricultural sectors heavily reliant on temporary picking seasons, dairy farms function at a scale that necessitates permanent, year-round operational staff (e.g., Farm Assistants, Herd Managers, and Assistant Managers).


What Makes a Year-Round Search Realistic

  • High Volume of Permanent Roles: Because cows require daily care, feeding, and management through all four seasons, the majority of on-farm staff are hired on permanent, full-time contracts rather than seasonal ones.
  • Strong Demand for Experience: Your years of experience give you a major advantage. While entry-level roles are open to beginners, farmers heavily value workers who already understand herd health, pasture management, and machinery operation.
  • Clear Career Pathways: Experienced workers have realistic opportunities to quickly step into senior positions, contract milking, or sharemilking agreements, allowing you to grow equity within the industry.

What Could Get in the Way

Despite steady demand, several hurdles can impact your job hunt or long-term job security:

  • The "June 1st" Hiring Cycle: While employment is year-round, the vast majority of dairy contracts in New Zealand follow the traditional dairy season (June 1 to May 31). Most hiring occurs ahead of the intense calving period (July to September). Trying to find a new permanent role outside of the February-to-April hiring window can significantly narrow your options.
  • Macroeconomic Tightening: The broader New Zealand employment market is experiencing a cooling period, with national unemployment sitting at a decade-high of 5.4%. This has led to lower staff turnover and fewer overall job vacancies advertised on agricultural platforms like Fonterra's Farm Source.
  • The Physical Toll of Block Calving: New Zealand operates primarily on highly concentrated seasonal block calving systems. The year-round nature of the job includes periods of intense, high-stress, and physically demanding workloads during winter and spring calving, which can lead to burnout.
  • Regional Disparity: Opportunities are heavily concentrated in specific regional hubs like the Waikato, Canterbury, and South Taranaki. If you are tied to a region with low dairy density, finding a suitable role without relocating will be much harder.

To help narrow this down, could you tell me:

  • What specific region of New Zealand are you looking to work in, or are you open to relocating?
  • What level of seniority (e.g., Herd Manager, Assistant Manager) matches your years of experience?
Ask anything

Captured 15–20 October 2026