Deep Urban

AI solutions for cities and society,
Deep Urban

What we build

Synthetic population infrastructure

We build a nationwide synthetic population aligned to official statistical distributions.

NAMESEX · AGELOCATIONOCCUPATIONVALUES (10-D)
Ahn Seong-eunF · 37Seongbuk-gu, SeoulOffice worker
Oh Eun-hyeonF · 26Icheon-si, GyeonggiStudent
Jo Yeong-jinM · 22Ansan-si, GyeonggiStudent
Jang Yun-hunM · 44Guro-gu, SeoulManual work
999,996 more rows · 1,000,000 total

Tools that ask

We simulate surveys (Million Answers) and roundtables (Persona Roundtable).

Asker
MILLION ANSWERS · SURVEYS
Host
PERSONA ROUNDTABLE · ROUNDTABLES

Tools that verify

We put the same questions to real respondents and compare. (My Answer)

Where it is used

Urban planning and public policy, social research and market research.
They share one thing: decisions that need to ask people, where asking is too expensive or comes too late.

How we work

We do not replace primary research.

Synthetic responses reproduce real response patterns to a degree. They do not replace them.

We publish our checks alongside the results.

We compare distributions against public survey data and calibrate against parallel real surveys.
Outputs carry the sampling method and its sources.

We write down what we cannot do.

Accuracy drops for new phenomena and contexts absent from training data.

Contact

For press, partnerships, investment, and research collaboration: contact@deepurban.net