WorldClone Lab
WorldCloneLab

Clone Reality to Test Future

Digital Twin for Decision-MakingDigital Twin for Decision-MakingDigital Twin for Decision-Making

Reduce real-world trial-and-error with validated synthetic testing.

AI Personas
LLM Engine
Simulation
Analytics
SYS.MISSION_V1

Mission

"Simulate the future before you build"

In a world where failure is too costly, we enable you to simulate the future before building your idea. We help teams experiment faster and fail cheaper.

EXECUTING_SIMULATION...
SYS.VISION_V2

Vision

"Decisions based on data, not guesses"

Creating a world where every product decision is made with validated data, not guesses. A future where you can test thousands of scenarios before meeting real users.

TARGET_FUTURE_LOCKED

Principles

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Validation-First

SYS_CHK

Not just generation—validation. Every feature is designed with verification in mind.

Distribution-Aware

DATA_DIST

Real markets are distributions, not averages. Our personas reflect the full spectrum of human diversity.

Transparency

LOG_READ

Synthetic data is an augmentation tool. We provide clear labeling and guardrails.

Human-in-the-Loop

HUMAN_IO

AI is an acceleration tool. Final judgment always belongs to humans.

SYSTEM STATUS: OPERATIONAL

Technology

Core technologies validated through tens of thousands of simulations and real-world backtesting:

GEN.ENGINE

Sophisticated World Generation

Combines demographic data and personality spectrums to perfectly recreate real-world distributions.

v1.0.4
SCN.ADAPT

Adaptive Scenario Engine

Optimizes questions for each persona's characteristics and maintains context throughout the conversation.

v2.0.4
SIG.PROC

Signal Extraction Pipeline

Identifies meaningful patterns from thousands of responses and transforms them into quantitative data.

v3.0.4
CALIB.LOOP

Continuous Calibration

Constantly improves simulation accuracy through cross-validation with real market data.

v4.0.4
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VERIFIED

Ethics

We take synthetic research ethics seriously:

  • Simulate population distributions, not individuals
  • All outputs are clearly labeled
  • Bias and limitation disclosures provided
  • Guardrails prevent misuse
  • Active research on stereotype mitigation
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Team

A team of researchers, engineers, and designers building the future of market validation.

R

Raehyeon Jeong

CEO & Founder

Full-stack engineer with AI/LLM expertise. Focusing on product vision and rapid MVP execution.

K

Keonhee Jo

Sales Lead

Former SNUSV President with deep startup ecosystem network. Expert in B2B sales and customer discovery.

S

Seungjun Lee

Growth Marketer

Founder of Inclis Lab. Specialist in market entry strategy and data-driven growth experiments.

We're hiring

Interested in the future of synthetic research? Get in touch.

Contact Us