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Simulated public opinion, live

Know how the public will answer, before you ask them.

HumanPanel runs your survey on up to 1,000 simulated respondents from realistic population segments. Watch every answer arrive live, then get the verdict: numbers by segment, the reasons behind them, and a clear summary.

  • Free to get started
  • No credit card needed
  • Results by segment, live
Live run · illustrative demo38 / 250 responses

Would you pay $4 more per order for same-day delivery?

  • Yes, definitely46%
  • Maybe33%
  • No21%
  1. MT

    Maya Thompson

    Yes, definitely

    29 · UX designer · City center

    If it saves me a trip across town, four dollars is nothing.

  2. BW

    Ben Walker

    Maybe

    27 · Electrician · Small towns

    Would be handy for parts on a job, if it actually reaches us out here.

  3. SR

    Sofia Rossi

    Yes, definitely

    38 · Nurse, night shifts · Suburbs

    I sleep when the shops are open. Delivery is how I get anything.

  4. JC

    Jamal Carter

    No

    31 · Warehouse associate · Outer suburbs

    I know how those boxes move. Not paying extra for it.

What is HumanPanel?

HumanPanel is a synthetic survey panel. You describe who you want to hear from and write your questions; HumanPanel builds a simulated population of up to 1,000 distinct respondents, has each one answer in their own voice, and reports the results by segment with a written summary. It is built for piloting and exploring before real fieldwork.

simulated respondents per run
1,000
simulated respondents per run
questions per survey
10
questions per survey
question types
5
question types
worlds (segments) per run
1–8
worlds (segments) per run

How it works

From question to verdict in four steps

No recruiting, no scheduling, no waiting for fieldwork. Just your questions and a panel built for them.

  1. 1

    Write your survey

    Describe who you want to hear from and add up to 10 questions: single or multiple choice, yes/no, true/false or free text.

  2. 2

    HumanPanel designs the worlds

    Plausible settings within your population, such as city centers and small towns, each with its own situation and mix of people.

  3. 3

    Simulated people answer

    Every respondent gets a background, beliefs and blind spots, then answers each question with a reason. Watch it happen live.

  4. 4

    Get the verdict

    Results overall and by world, recurring themes with verbatim quotes, and a written summary, emailed when it's ready.

What you get

Not just percentages. The why behind them.

Every run ends with a verdict you can act on, broken down by the segments that matter. Illustrative example below.

Summary of 250 respondents

City professionals would pay for same-day delivery; price-sensitive suburban families mostly would not.

Willingness rises with time pressure more than income. Night-shift workers and small business owners are the strongest yes; retirees plan ahead and see little value.

Caveat: simulated respondentsSmall-town sample is small

By world

  • Yes
  • Maybe
  • No
  • City center

  • Suburbs

  • Small towns

Themes

  • Time matters more than money

    I sleep when the shops are open.

  • Planning replaces urgency

    Nothing I buy needs to arrive today.

SR

Sofia Rossi

38 · Nurse, night shifts · Suburbs

Answered: Yes, definitely
Conscientiousness
Openness
Neuroticism

Works nights at a regional hospital and shops almost entirely online. Careful with money, but pays for convenience when it saves sleep. Has never heard the term “same-day fee” but notices when delivery costs change.

Use cases

Ask the questions you couldn't justify fielding

Researchers, founders, product teams and policy analysts use simulated panels to move faster before real research.

  • Pricing and concept tests

    See which segments bite at a price or a new idea before you build it.

    Example: Would you switch plans for 20% off with a one-year commitment?

  • Message and ad testing

    Compare headlines, claims and tone, and read why each one lands or doesn't.

    Example: Which of these three taglines makes you most likely to learn more?

  • Survey pilots

    Catch confusing wording and missing options before real fieldwork.

    Example: Run the draft once, read the reasons, fix the questions people misread.

  • Policy and public sentiment

    Explore how different communities might react to a proposal or change.

    Example: Should the city replace street parking with protected bike lanes?

  • New market exploration

    Form hypotheses about unfamiliar audiences before you spend on research.

    Example: How do small shop owners outside the capital pay their suppliers today?

  • Product feedback hypotheses

    Find out which features matter to whom, and what would make people churn.

    Example: Which two of these features would you miss most if they disappeared?

Compare

HumanPanel vs. a traditional survey panel

Different tools for different moments. Use HumanPanel to explore and pilot; use real panels to confirm.

Comparison of HumanPanel and a traditional survey panel
HumanPanelTraditional panel
First answersWithin secondsDays to weeks of recruiting and fieldwork
Changing a questionEdit and run again the same dayOften means new fieldwork
Getting startedSign up with your email and write a survey in minutesBriefs, quotes and scheduling with a vendor
SegmentsDesigned for each survey, up to 8 worldsLimited by who can be recruited
Reasons behind answersEvery respondent explains every answerOpen-ended questions add time and cost
Real peopleNo, respondents are simulatedYes

Trust

Built to be used with open eyes

  • Honest about what it is

    Respondents are simulated, and every summary says so, along with any limits of the sample. Use HumanPanel to explore, then confirm what matters with real people.

  • Your data stays yours

    You own your surveys and results. We don't sell your data or use your surveys to train AI models.

  • Secure by design

    No passwords to leak: you sign in with a one-time code sent to your email. Codes and session tokens are stored only as hashes, and every request is checked against your account.

FAQ

Questions, answered

What is a synthetic survey panel?

A synthetic survey panel is a group of AI-simulated respondents that answer a survey the way people with specific backgrounds plausibly would. HumanPanel builds up to 1,000 of them for each run, spread across population segments you describe, and each one explains their answer in their own words.

How accurate are simulated respondents?

Simulated respondents are directional, not a measurement of real opinion. They are useful for spotting likely reactions, differences between segments and confusing questions quickly and cheaply. They can reflect biases of the underlying AI models, so validate important decisions with real respondents. Every HumanPanel summary includes these caveats.

How long does a survey run take?

The first answers usually appear within seconds, and you can watch respondents join and answer live. Small panels typically finish in minutes; larger panels take longer. HumanPanel emails you when the results are ready.

How do I get started with HumanPanel?

Sign up for free with just your email address: no password and no credit card needed. You can write your first survey right away, describe who should answer it, and start a run when you're ready.

What kinds of questions can I ask?

Up to 10 questions per survey, in five types: single choice, multiple choice (with an optional maximum), yes/no, true/false and free text. Free-text answers are summarized into themes with verbatim quotes.

Can I choose who answers my survey?

Yes. You describe the target population, for example "working adults in Bangladesh across income levels", and choose how many respondents (up to 1,000) and how many worlds (1 to 8). HumanPanel designs segments within that population and reports results for each one.

Are my surveys used to train AI models?

No. HumanPanel does not use your surveys or results to train AI models, and does not sell your data. Survey content is sent to AI model providers only to generate your run.

Can this replace real survey research?

No. HumanPanel is for piloting and exploring: testing wording, comparing ideas and forming hypotheses before you spend on fieldwork. For decisions that matter, confirm what you learn with real people.

Something else? Email contact@humanpanel.ai

Your next survey deserves a dress rehearsal.

Write the questions, pick your people, and watch the answers roll in. Get started for free with just your email.