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Twinning Labs
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Enterprise world models,built on persistent memory.

The Enterprise Simulation Layer

Turn governed first-party data into living memory.

Simulate decisions before they go live.

Measure real outcomes and recalibrate.

Built by engineers behind Microsoft Copilot and Amazon Alexa, alongside researchers from IIT, IISc, and NYU.

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360° customer view
Status : online
Real Time Update
Last Sync 5mins ago
01 // POSTERIOR TWINS

Posterior
Twins

A Posterior Twin is a memory-grounded distribution over likely behavior under a specific decision context. It models who moves, who hesitates, who defects, and how much uncertainty remains.

Read_Only
02 // MEMORY LAYER

Persistent
Memory

Customer evidence is fragmented across CRM, CDP, transactions, loyalty, support, research, campaigns, and telemetry. Twinning Labs keeps that history together as persistent memory, so every simulation starts from who customers are now. The result is a living model of how people and markets evolve, not another static snapshot.

Processing
Analysis_Mode
System_Optimal
Sync: Auto
Live Data
01 // The Decision Problem

Decisions Ship
Untested.

Enterprises commit capital and inventory to decisions, only to learn what works after launch.

Testing Cycles
MONTHS
Dashboards
EXPLAIN THE PAST
Generic Models
START FROM ZERO
Corrections
ARRIVE TOO LATE
02 // The Shift

Simulate Before
You Commit.

Why learn after launch?
Twinning Labs simulates the population first.

Simulation_Active
Layer_01

Persistent Memory

Keeps customer and market history together as persistent memory, so twins stay current as people and markets change.

Layer_02

Posterior Twins

Builds Posterior Twins: memory-grounded distributions over likely behavior that evolve as new evidence, scenarios, and measured outcomes arrive.

Layer_03

Simulation Engine

Runs repeatable counterfactual scenarios to compare how modeled populations are likely to respond.

Layer_04

Decision Governance

Preserves assumptions, evidence lineage, drivers, and decision traces, so teams move from intuition to measured scenarios.

From Evidence to Simulated Futures

THE ENTERPRISE SIMULATION LAYER