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 software and data for several years and have relevant qualifications, but no New Zealand job offer. What visa options might fit me, what could rule me out, and what else would you need to know?

With several years of software and data experience and relevant qualifications, you may have several routes to living and working in New Zealand, even without a job offer. The key is whether you qualify for a residence pathway based on your occupation and credentials, a work visa that doesn't require a job offer, or a temporary route that lets you look for work later.

Your years of experience and qualifications are a useful starting point, but they don't automatically establish eligibility. Your age, citizenship, exact occupation, qualification level, and the kind of experience you have can make a substantial difference.

I'll focus on New Zealand immigration options at the national level, rather than assuming a particular city.

1. Visa options worth investigating

These are the main routes to compare, ordered by how directly they address your situation—not by a prediction of which one you will qualify for.

A. Green List — Straight to Residence

Job offer required

This is worth investigating if your background is in software engineering, programming, ICT security, or another specifically listed role, and you can meet the relevant pay and experience requirements.

Some ICT occupations are on the Green List, but the listed roles have specific remuneration requirements. For example, the current published requirements for several ICT roles include pay of NZ$70 per hour or equivalent. Your actual duties, occupation classification and employment arrangement matter, not just your job title.

The important limitation: you need a qualifying job or job offer from an accredited employer. You cannot obtain this residence visa solely on the strength of overseas experience and qualifications. Straight to Residence Visa » Immigration New ZealandAppendix 13

Official details: Straight to Residence Visa · Green List occupation requirements

B. Skilled Migrant Category (SMC) residence

Job offer required

This is a broad skilled-residence pathway that can recognise qualifications, pay, work experience and certain occupational registrations.

However, your overseas qualifications and experience alone are not enough under the current published rules: you also need qualifying skilled employment or an offer of skilled employment in New Zealand with an accredited employer, as well as eligibility under one of the SMC pathways.

Your qualifications may become particularly valuable once you secure a suitable role. Skilled Migrant Category Resident Visa » Immigration New ZealandGetting New Zealand residence through the Skilled Migrant Category (SMC) :: Immigration New Zealand

Official details: Skilled Migrant Category Resident Visa

C. Working Holiday Visa

Depends on age and passport

If your citizenship and age qualify you for one of New Zealand's working holiday schemes, this can be a way to enter New Zealand and take permitted work without first securing a permanent job offer.

These visas are generally for people aged 18–30, or up to 35 for certain nationalities. The permitted stay, available places and conditions depend on your passport. Work must be secondary to the holiday purpose, and permanent employment is not permitted on the visa.

This can help with a job search, but it is a temporary option rather than a direct skilled-residence pathway. Who can apply for a working holiday visa :: Immigration New ZealandVisas for working in New Zealand :: Immigration New Zealand

Official details: Working Holiday Visa eligibility

D. Study in New Zealand, then a post-study work visa

If you are willing to undertake further study, an eligible New Zealand qualification can potentially open a Post-Study Work Visa route. Depending on the qualification, this can provide up to three years of work rights.

This option is most relevant if you genuinely want to study and can justify the cost and time. Having an overseas degree already does not, by itself, qualify you for a New Zealand Post-Study Work Visa; the qualifying study must be undertaken in New Zealand. Post-Study Work Visa » Immigration New ZealandQualifications needed for a Post-Study Work Visa :: Immigration New Zealand

Official details: Post-Study Work Visa

E. Other work or mobility options

A Specific Purpose Work Visa can suit certain defined projects, specialist assignments or events, but it is not a general visa for relocating and looking for a job. Many cases require a job offer or other supporting evidence.

Depending on your circumstances, country-specific work schemes or other special visa categories may also be relevant. Specific Purpose Work Visa » Immigration New ZealandVisas for working in New Zealand :: Immigration New Zealand

Official details: Specific Purpose Work Visa

2. What about software and data occupations specifically?

Your precise occupation could make a substantial difference.

For example, the published Green List includes occupations such as Software Engineer, Developer Programmer, Analyst Programmer, Software Tester, ICT Security Specialist and Database Administrator, subject to the relevant requirements. That does not mean every data analyst, data scientist, BI developer or software professional qualifies under the same rules. Appendix 13Green List and seasonal jobs, qualifications and skills :: Immigration New Zealand

The main distinction is:

  • Software engineering and programming: potentially relevant to specific Green List ICT occupations, if the role and pay satisfy the criteria.
  • Data engineering, analytics, data science and BI: may fit different occupational classifications depending on the actual work performed. We would need to check the closest matching occupation and applicable visa criteria rather than assume that “data professional” is a listed role.
  • Senior technical or management roles: pay, responsibilities, the precise occupation code and the nature of the employment can all affect eligibility.

You do not necessarily need a qualification with the exact same title as your job. But where immigration rules specify a qualification, skill level or salary, you must meet that particular requirement.

3. What could rule you out?

These are the main things I would screen for early.

Potential obstacle Why it matters
Age over 55 The main skilled-residence pathways discussed above generally require you to be 55 or younger when applying.
No New Zealand job offer This is the biggest immediate barrier to the standard SMC and Green List residence routes.
Salary below the relevant threshold Some Green List ICT roles have high occupation-specific pay requirements.
Qualification not recognised An overseas qualification may need an International Qualification Assessment (IQA), depending on the qualification and pathway.
Experience that does not match the nominated occupation Your duties and evidence of employment must support the occupation you claim.
Health or character issues Immigration medical, character and police-certificate requirements can affect eligibility.
Passport or age restrictions These can rule out a Working Holiday Visa even if your professional background is strong.

The age, job-offer and residence requirements are set out in Immigration New Zealand's official SMC criteria and Green List residence guidance. Skilled Migrant Category Resident Visa » Immigration New ZealandGreen List pathway to residence :: Immigration New ZealandRequirements for work visas :: Immigration New Zealand

One important distinction: being ineligible for residence right now does not necessarily mean you are ineligible to enter New Zealand or work there. A temporary visa may be possible even if your eventual residence application would require additional steps.

4. What I would need to know to narrow this down

A few details will let me move from a general list to a more useful assessment of your likely pathways and potential blockers.

Your immigration profile

Approximate answers are fine. You can leave any field blank if you prefer.

5. My preliminary recommendation

Given that you have relevant experience and qualifications but no job offer, I would start by checking two things in parallel:

  1. Whether your exact occupation and expected salary could meet a Green List route. This tells us what sort of New Zealand role and compensation to target.
  2. Whether your citizenship and age give you a temporary entry route with work rights. If so, that may offer a practical way to seek employment, subject to the visa's conditions.

If neither provides a viable route without a job offer, the next step is likely to focus on obtaining an offer from an accredited employer and assessing the AEWV and residence options it could unlock. The Accredited Employer Work Visa requirements explain the employer, job-offer and skills requirements. Accredited Employer Work Visa » Immigration New ZealandGetting New Zealand residence through your skills :: Immigration New Zealand

I would not recommend paying for an immigration application or an expensive qualification assessment until we have narrowed down the relevant occupation, visa category and documentation requirements. For a complicated case, a licensed New Zealand immigration adviser or lawyer can verify the strategy against your full circumstances and the rules in force when you apply.

Ask anything

ChatGPT can make mistakes. Check important info.

Captured 15–20 October 2026

Gemini · New Zealand country setting

I've worked in software and data for several years and have relevant qualifications, but no New Zealand job offer. What visa options might fit me, what could rule me out, and what else would you need to know?

With several years of experience and relevant qualifications in software and data, you are in a strong professional bracket for New Zealand immigration. However, because New Zealand’s employer-sponsored work visas generally require an active job offer to unlock, navigating your options takes a structured approach.


Potential Visa Pathways

  1. Accredited Employer Work Visa (AEWV)

    • What it is: New Zealand's primary temporary work visa.
    • How it fits you: It requires a full-time job offer from an employer who is accredited with Immigration New Zealand (INZ) and has completed a "job check" proving no local worker could fill the role. Software engineering and data roles frequently meet market-rate and skill thresholds, and the visa can be granted for up to 5 years.
    • The Catch: You cannot apply for this visa independently; you need a job offer first.
  2. Green List Pathways (Straight to Residence / Work to Residence)

    • What it is: Many core tech roles—such as Software Engineer and Developer Programmer—feature on New Zealand's Green List.
    • How it fits you: If your specific job title and qualifications match Green List requirements (and you meet the specified wage threshold, which often sits above the median wage), an offer from an accredited employer can fast-track you directly to a Straight to Residence Visa or a Work to Residence pathway after 24 months.
  3. Skilled Migrant Category (SMC) Resident Visa

    • What it is: A points-based residence system.
    • How it fits you: It awards points based on your New Zealand occupational skill level, qualifications (e.g., bachelor's degree or higher), and income. Like the AEWV, this pathway generally requires a skilled job offer or current employment in New Zealand to claim the requisite points.

What Could Rule You Out or Create Obstacles?

  • Lack of an Accredited Employer: If a New Zealand company is not an accredited sponsor with INZ, they legally cannot hire you on an AEWV, even if they want to.
  • Wage Threshold Shortfalls: Immigration New Zealand strictly enforces minimum pay rates. If an offshore offer falls below the specific sector thresholds or median wage requirements tied to your role, the visa application will be declined.
  • Credential Recognition: If your qualifications do not map cleanly to New Zealand equivalents (via an NZQA assessment, if required), you may lose points or eligibility for specific skill tiers.
  • Health and Character Constraints: Standard police clearances and medical/chest X-ray certificates are mandatory; failing these due to criminal history or significant medical conditions can result in a block.

What Else Would I Need to Know to Refine This?

To give you a more precise strategy, it helps to narrow down a few personal and professional variables:

  1. Your Exact Title & Specialization: Are you primarily a Software Engineer, Data Engineer, Data Scientist, or Database Administrator? (This dictates your specific ANZSCO code and Green List eligibility).
  2. Qualifications: Do you hold a Bachelor's degree (or higher) in computer science, software engineering, or a related STEM field?
  3. Years of Experience: How many total years of professional experience do you have?
  4. Job Search Status: Are you actively applying to New Zealand-based employers remotely, or looking into internal company transfers to an Auckland, Wellington, or remote Kiwi office?
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 software and data for several years and have relevant qualifications, but no New Zealand job offer. What visa options might fit me, what could rule me out, and what else would you need to know?

Without a New Zealand job offer, your direct residence and standard work visa options (like the Accredited Employer Work Visa or Skilled Migrant Category) are heavily restricted, as almost all core pathways require a formal job or job offer from an accredited local employer.

Because New Zealand immigration policy tightly couples work and residence rights to active employment, your immediate path without an offer relies on open work rights or traveling to secure an offer.

Potential Fit Options (No Prior Job Offer Required)

  • Working Holiday Visas : If you meet age limits (usually 18–30 or 35 depending on your country of citizenship), this grants open work rights to move to New Zealand and look for software or data roles. [New Zealand Shores]

  • Visitor Visa for Job Hunting : You can travel to New Zealand on a standard visitor visa to network, interview, and attend industry meetups, then transition onshore to an Accredited Employer Work Visa (AEWV) once an offer is secured.

  • Green List Straight to Residence : Check if your specific ICT/software/data engineering role falls under Tier 1 of New Zealand's Green List. While a job offer is still required to finalize these, Tier 1 roles bypass many standard labor market tests and allow offshore applications directly if an eligible offer is landed.

What Could Rule You Out

  • Age Limits : Being over 30 or 35 disqualifies you from standard Working Holiday schemes.

  • Lack of Direct Job Offer for Residence : The Skilled Migrant Category Resident Visa and most work visas strictly require a current job offer from an accredited employer making a minimum salary threshold.

  • ANZSCO Skill Level / Salary Thresholds : If your specific tech background does not align with assessed skill levels or minimum median wage pay rates set by Immigration New Zealand (INZ), standard sponsorship paths will fail.

  • Health and Character Requirements : Failing standard medical clearances or police record checks can rule you out regardless of technical skill.

Information Needed to Narrow Your Path

To pinpoint your exact options, please share:

  • Your age and country of citizenship (to check Working Holiday eligibility)
  • Your exact job title or tech specialization (e.g., Data Engineer, Software Architect, Machine Learning Specialist)
  • Your highest qualification level (Bachelor's, Master's, PhD) and years of professional experience
  • Whether you are open to applying for jobs remotely or prefer traveling on a visitor/working holiday visa first
Ask anything

Captured 15–20 October 2026

AI Overviews · New Zealand country setting

I've worked in software and data for several years and have relevant qualifications, but no New Zealand job offer. What visa options might fit me, what could rule me out, and what else would you need to know?

AI Overview

For tech professionals with strong qualifications and experience, New Zealand offers fast-track pathways to residence, but almost all paths eventually require a local job offer to secure approval. Because you do not currently have a job offer, your approach will focus on visas that allow you to enter the country to job-hunt, or preparing your profile to secure a remote offer that triggers immediate residency.

The primary pathways, potential barriers, and details required to narrow down your options are outlined below.


1. Visa Options That Might Fit You

🏆 The Green List (Straight to Residence / Work to Residence)

New Zealand’s Green List targets high-demand skills. Many software and data roles (such as Software Engineer , ICT Security Specialist , or Data Analyst) sit on Tier 1 (Straight to Residence).

  • How it works without an offer: You cannot apply for the visa without an active job offer from an Accredited Employer. However, you can use your Green List eligibility as a major selling point on your CV. If an employer offers you a qualifying role, you can immediately apply for New Zealand Permanent Residency (PR) without needing to work in the country first.

📊 Skilled Migrant Category (SMC) – 6-Points System

This is a points-based residency pathway. You need 6 points to qualify, which are accumulated through a mix of your highest qualification, New Zealand professional registration, or high income, combined with years of skilled work experience.

  • How it works without an offer: You can calculate your points and submit an Expression of Interest (EOI). However, you must have a skilled job offer in New Zealand to clear the final threshold and be invited to apply.

✈️ Working Holiday Visa (WHV) or Specific Purpose Visas

If you want to move to New Zealand before securing a professional role, a Working Holiday Visa allows you to enter the country and legally work for 6 to 12 months (depending on your country of citizenship).

  • How it works: You can physically attend networking events and interviews. Once a company decides to hire you permanently, they can transition you to an Accredited Employer Work Visa (AEWV) or a Green List pathway.

2. What Could Rule You Out?

  • Lack of a Job Offer: As it stands, you cannot finalize a Skilled Migrant or Green List visa without a formal, full-time job offer from a New Zealand Accredited Employer.
  • Qualification Misalignment (NZQA Standards): If your degree is from an overseas institution, it must be recognized. If it is not on the Immigration New Zealand (INZ) List of Qualifications Exempt from Assessment, you will need to pay for an International Qualification Assessment (IQA). If your degree doesn't match New Zealand framework standards, you could lose crucial points.
  • Age Limits: The Skilled Migrant Category has a strict upper age limit of 55 years old. Working Holiday Visas generally cap out at 30 or 35 years old , depending on your nationality.
  • English Language Requirements: You must meet minimum English proficiency standards (e.g., a specific IELTS or TOEFL score) unless you hold citizenship from a designated English-speaking country or have a degree from one.

3. What Else Do We Need to Know?

To pinpoint the exact visa strategy that fits your profile, it would be helpful to clarify a few key details:

  • Your specific job title and tech stack: What exact roles (e.g., Data Engineer, DevOps, Full-Stack Developer) do you target? Different tech roles fall under different classification codes.
  • Your exact qualifications: Do you hold a Bachelor’s, Master’s, or PhD, and from which country?
  • Years of experience: Exactly how many years of post-qualification, full-time experience do you have?
  • Your age and nationality: This determines if you qualify for an entry visa like the Working Holiday Visa to job-hunt locally.

If you share these details, we can map out a specific timeline or look up your exact job code to see if you qualify for immediate residency upon finding an employer.

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Captured 15–20 October 2026