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AI-simulated public opinion, live

Simulate your target audience. Survey them in minutes.

Describe who you want to hear from and write up to 10 questions. HumanPanel builds up to 100 AI-simulated respondents, weighted to your population, and streams every answer with its reason. Read the results by segment, the themes behind them, and a written summary, in minutes rather than weeks.

  • Free to sign up, no credit card
  • $29 per run, charged only when it completes
  • Results by segment, live
Illustrative demo · AI-simulated people38 / 100 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?

Surveys are one of the best ways to understand people, and one of the easiest to get wrong. A confusing question, a missing option or the wrong audience can waste weeks of fieldwork, and you often only find out after the results are in.

HumanPanel is a place to rehearse. You describe who you want to hear from and write your questions; HumanPanel builds a simulated population, has each respondent answer in their own voice, and reports the results by population segment, which we call worlds, with a written summary. Use it to pilot and explore before real fieldwork.

simulated respondents per run
100
simulated respondents per run
questions per survey
10
questions per survey
question types
5
question types
worlds per run
1–8
worlds per run

Use cases

Ask the questions you couldn't justify fielding

Researchers, founders, marketers, product teams and policy analysts use simulated panels to test ideas early.

  • 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 while they are still cheap to fix.

    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 audiences you don't know yet.

    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?

How it works

From question to results 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

    A world is a setting your respondents live in, such as a city center, a farming district or a factory town, each with its own situation and mix of people. HumanPanel designs them from your target population.

  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

    Read the results

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

Here is the same journey, start to finish. Illustrative.

1. Write your surveyYour questions, your target population.

humanpanel.ai/surveys/same-day-delivery

Same-day delivery pricing

Target population

Adults 18+, nationwide, who shop online at least monthly
Question 1Single choice
Yes, definitely
Maybe
No
1 of 10 questions

What you get

Not just percentages. The why behind them.

Every run ends with results you can act on, broken down by world. Illustrative example below.

Summary of 100 respondents

City professionals would pay for same-day delivery; price-sensitive small-town shoppers 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.

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
SegmentsUp to 8 worlds, designed for each surveyLimited by who can be recruited
Reasons behind answersEvery respondent explains every answerOpen-ended questions add time and cost
Real peopleNo, respondents are simulatedYes

Why not just ask a chatbot?

A chatbot gives you one answer in one voice. HumanPanel builds up to 100 distinct people, weighted to the population you describe and spread across worlds, and has each one answer with a reason. You see where opinion leans, where segments disagree and why, instead of a single averaged reply.

Pricing

One price per run. Nothing until you're ready.

Sign up and write surveys for free. Pay only when you start a run.

$29

per completed run

  • Free to sign up. No credit card needed until you run.
  • Every run, up to 100 respondents and 8 worlds, costs the same.
  • Paid from a prepaid wallet. Top up when you are ready to run.
  • Nothing is charged if a run fails.

Trust

Built to be used with open eyes

  • Honest about what it is

    Respondents are simulated, and every summary says so, along with the limits of the sample.

  • Your data stays yours

    You own your surveys and results. We never sell them.

  • Secure by design

    No passwords to leak: you sign in with a one-time code sent to your email.

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 100 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: they show which way opinion is likely to lean and where segments differ, 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.

How much does it cost?

Signing up and writing surveys is free. A completed run costs $29, whatever its size, paid from a prepaid wallet you top up by card. If a run fails, nothing is charged.

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 United States across income levels", and choose how many respondents (up to 100) 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

Ready to rehearse your next survey?

Write the questions, pick your people, and watch the answers roll in. Free to sign up, $29 per run.