WorldCloneLab
Clone the World. Test the Future.
Clone the World. Test the Future.

BUILD YOUR WORLDBUILD YOUR WORLDBUILD YOUR WORLDTEST INFINITE IDEASTEST INFINITE IDEASTEST INFINITE IDEAS

Create virtual worlds with thousands of AI personas. Test any scenario you imagine.

The Validation Gap

"We built it, but nobody wanted it." — 90% of startup failures

Cost Barrier

Hiring a professional research firm costs at least $10k+. A heavy burden for agile teams.

Time Consuming

Recruiting and analysis take 2-4 weeks. By then, the market trend has already shifted.

Data Reliability

Low response rates, insincere answers, and lack of true representation lead to unreliable data.

The time is now

LLMs are now powerful enough to embody detailed personas. WorldClone combines thousands of diverse personas with statistical analysis to simulate real markets.

Workflow

Process Overview

Market validation in 3 steps

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Worlds

Build World

Create virtual worlds with diverse personas. Combine age, job, personality, and values to build the exact group you need.

  • 10,000+ persona presets
  • Demographic-matched sampling
  • Auto-calculated diversity scores
  • Edge case detection
→

Console

Simulate

Run concept, pricing, and onboarding tests in batch across your AI panel. Collect thousands of responses quickly.

  • Batch test execution
  • Time-axis simulation
  • Segment-specific questions
  • Real-time results

Signals

Analyze

Transform qualitative feedback into quantitative insights. Get opinion clustering, sentiment analysis, and key objections.

  • Key objection extraction
  • Segment difference analysis
  • Feature priority ranking
  • Actionable suggestions

Distance from Average Distribution

Visualize how much each persona deviates from the average. This distribution shows your world's diversity.

15명
0.0-0.2
15명
25명
0.2-0.4
25명
30명
0.4-0.6
30명
20명
0.6-0.8
20명
10명
0.8-1.0
10명
Average (0.0)Extreme (1.0)
Average Distance (Average Distance)
We calculate how much each persona deviates from a "typical person" using the RMS method. Values closer to 0 are more typical, while values closer to 1 indicate unique combinations. This distribution allows you to quantitatively assess cohort diversity.

Why Simulation?

Experiment beyond reality

The fastest and safest way to validate ideas before meeting real users. WorldClone Lab is your partner in hypothesis validation.

Extreme Diversity

Not just average AI. Personas reflecting the full complexity of the real world find unexpected edge cases.

Overwhelming Speed

Shorten weeks of recruiting and interviewing. Validate your ideas the moment they strike.

Risk-Free Experiments

Failure is an option here. Test bold pricing or controversial messaging without risking your brand reputation.

Use Cases

Teams of all kinds use WorldClone

Product Managers

Prioritize features based on user demand and identify onboarding friction early.

Feature priorityOnboardingPricing testsRoadmap validation

Growth Teams

Test messaging effectiveness and predict which value props convert.

Message testsLanding copyPricingConversion

UX Researchers

Validate hypotheses before interviews and identify segment differences.

Interview prepSegmentsHypothesesCompetitors

Brand Teams

Test positioning and copy, discover perception conflicts before launch.

Copy testsPositioningPerceptionNaming
STEP 1: WORLDS

Create Virtual Worlds

Build worlds with diverse personas

World creation settings

K-Beauty Early Adopters World
Personas500
101,000
Target diversity (Diversity Score)58.0%
Average (0.0)Very diverse (1.0)
Age
25-29
Gender
Female
Job
Marketer
Lifestyle
Yoga 3x/week
Income
₩45M/year
Media
Instagram user
WORLD_001
500

K-Beauty Early Adopters World

Women 20-35, high beauty interest, active online shopping

Total

500

Diversity

72.0%

Distance

58.0%

✓ Created: 500 unique personas generated based on your parameters. You can now run simulations in Console.

STEP 2: CONSOLE

Run Scenarios

Execute simulations with your questions

Scenario setup

New product price sensitivity test
K-Beauty Early Adopters World500 personas
Q1

How much would you pay for this product?

₩29,000₩39,000₩49,000₩59,000+
Q2

What matters most to you at this price point?

IngredientsBrandEffectPackaging

Live run status

Click the 'Run simulation' button to start the virtual world.

STEP 3: SIGNALS

Analyze Insights

Discover meaningful patterns from collected data

Overall sentiment

62.0%Positive
Positive 62%Neutral 28%Negative 10%

Purchase Intent

68%

Share of simulation personas with positive purchase intent

Derived optimal price

₩49,000

42% of respondents chose this

Optimal point considering profitability and conversion

Opinion Clustering (AI Segmentation)

Discover hidden needs and support decisions through segment-level clustering, not simple averages.

3
Value-focused group
35%

Price-sensitive

Quality/ingredients group
45%

Ingredient-conscious

Brand image group
20%

Image-driven

Recommended actions

1. Price tier strategy

Keep main product at ₩49,000; launch mini (₩29,000) for 20s to lower barrier

2. Ingredients marketing

Place 'EWG Green' certification and full ingredients at top of product page

3. Focus on 30s segment

Allocate 70% of initial ad spend to 30s working women with highest PMF score

Early Access

Start Now

Experiment with infinite scenarios in your virtual world. Decide faster.

Data Ethics

  • We simulate population distributions, not individuals
  • Synthetic results are decision support tools
  • All outputs are labeled as synthetic data