Case studies
Already running on SocioVerse2
Five studies from the catalog — urban policy, social media, consumer research and the classics — each with a browsable live-dashboard export.
Urban policy · real census data
Path C · zero-edit adapter
Chicago segregation under a transit intervention
Starting from real 2010 census tracts, a CTA subway station opens on the South Side at step 2 with a policy broadcast. LLM residents decide whether to move; dissimilarity and isolation indices are tracked step by step against a no-intervention baseline.
D_black_white
Isolation_black
census tracts
policy sandbox
Live demo →
Opinion dynamics · hybrid engine
Path B · built on core
Hybrid social-media opinion dynamics
A HiSim-style hybrid: a handful of LLM-driven core users post and react in a Twitter-like feed while thousands of bounded-confidence ABM users assimilate. Trigger news lands, and population bias and diversity shift turn by turn.
bias
diversity
LLM × ABM
trigger news
Live demo →
Consumer confidence · macro forecasting
Path C · ConsumerSim adapter
US consumer-confidence backtest on a fixed panel
A fixed, demographically stratified US panel answers the University-of-Michigan consumer-sentiment questions month by month, grounded in real macro news and FRED indicators, with the aggregate scored against the index published afterwards — 1.66 index points of mean absolute error across 11 months.
fixed stratified panel
monthly news + indicators
UMich questions vs UMCSENT
Live demo →
Auto market · real registration data
Path B · built on core
Brand-share dynamics in the German car market
1,500 buyer personas anchored to Germany's real demographic joint distribution choose brands month by month across 2024-01 → 2026-05 — EV-subsidy removal, price moves and BYD's entry included — reproducing the KBA-registered share trajectories of 12 named brands (Tesla roughly halved, BYD up from near zero).
1,500 personas
12 brands · KBA-grounded
EV-subsidy shock
Live demo →
Benchmarks · 11 classic models
Umbrella · one adapter
The classic ABM suite, LLM-ready
Schelling, SIR, Boids, Sugarscape, Minority Game, Civil Violence, Hegselmann–Krause and more — each runnable in rule, LLM or hybrid mode on the same people × environment → behavior setup, with consistency scoring of LLM agents against the original rules.
rule / llm / hybrid
consistency eval
4 model families