Human Panel

Make smarter decisions.Faster than ever.

For aspiring founders, early-stage teams and product managers.

Test the problem behind your idea or product with people who match your audience. We design the survey, recruit participants and explain the findings—so you can decide what to build, change or test next.

For ideas and products. Pay per experiment.

Explore participant profiles

How it works

From your question to real answers.

  1. Describe the problem and who it affects. We draft the survey; you review and approve it.
  2. Choose people by background, interests and buying habits. Set your budget and success criteria.
  3. People share how they experience the problem. We analyse their answers and explain the findings.

You approve the test, budget and success criteria before it runs.

Build your hypothesis

Who’s your customer?Target & market type
2What’s the problem?Pain point & urgency
3How will you solve it?Solution & pricing
4AI analysisScore & advice
5Choose your panelWho tests your idea

The most important thing

What problem are you solving?

Describe the problem, who faces it and how it affects them.

Freelancers and small agencies lose hours every month chasing late invoices, and it pushes their cash flow out by weeks.

120/500

Target & Budget

Targeting

Who should see this experiment

12,400 validators match your targeting

Budget · participants and timing

Estimated validators

140–220

A larger budget recruits more participants.

Experiment · Human panel

Do freelancers pay for automated invoice chasing?

Active

340 of 500 responses

At the current pace the sample fills in about 2 days. Results are ready when the sample is complete.

Yes / No swipeDoes this problem exist for your team?340 answered
Slider 1–10Willingness to pay $12/month338 answered
A/B revealSubscription or one-off purchase?336 answered
Open textWhat would make you switch tomorrow?212 answered

Validator #341 answered “Willingness to pay $12/month”

What you get

Evidence for your next decision.

See which criteria passed, how people responded and what to test next. Use the findings to guide your product decisions.

See a result

Completed in 12 days · 500/500 responses

Report

Do freelancers pay for automated invoice chasing?

Export as PDF
A
Validated

4 of 4 success criteria passed

All four criteria passed. Review the findings to decide what to build, change or test next.

Validators

500

Criteria passed

4 / 4

Recognised the problem

78%

Executive summary

Freelancers feel this problem and want it solved. 78% recognise late invoices as a monthly cost, and more than one in five would commit to pay $19/month today. Designers and developers show the strongest pull; consultants are warmer on price than expected.

Validation certificate

Share a verifiable result.

Validated experiments get a verification link. Share the result and the criteria with co-founders or investors.

  • Criteria locked before the test
  • Individual answers never published
  • Unique verification ID

Certificate preview

Verified certificate · VAL-2026-0731-4A

GRADE A

Invoice chasing for freelancers

Tested with 500 human validators over 12 days. Every threshold was set before launch.

Panel
Human · 500 validators
Criteria
4 of 4 passed
Sample
500 of 500 responses
Issued
30 July 2026

4 of 4 criteria passed

  • Problem recognisedthreshold ≥ 60%Passed
  • Wants a solutionthreshold ≥ 40%Passed
  • Price acceptance at $19threshold ≥ 40%Passed
  • Intent to paythreshold ≥ 15%Passed

FAQ

Before you start.

Paid participants matched to your audience, such as consumers, freelancers or professionals. Matching uses their background, interests and buying habits. Availability depends on the audience you choose.

Human experiments normally keep your solution hidden and focus on the problem. A limited concept test can be used when the research depends on a specific design, name or physical object.

Yes. You can explore a problem behind an existing product, a new feature or a new audience. You can also start with an idea alone. The research focuses on the problem and people’s experience.

You pay per experiment, with no subscription. The cost depends on your audience and test scope. You review the budget before the test starts.

The result shows how responses measure against the criteria set before the test. It helps you decide what to do next. It does not guarantee that people will buy your product.

Make your next move with evidence.

Start with the problem you need to understand.