Machines that predict who will do what, where and when.

From digital advertising to personalized public services.

Models of how people act

Algorithms making sense of people

The art and science

State-of-the-art generative models of how people act, powerful downstream inferences, machine-made decisions.

Relying on the advances in Machine Learning & AI, and collaborating with the research elite, includes algorithms that can learn human representations, behavior patterns and social dynamics.

Implications are absorbing.

Understand Social Dynamics.

  • Social dynamics can be understood
  • Evolving trends in micro-circles can be uncovered

Extract Behavior embeddings.

  • Relate and compare things-to-do
  • Learn complex dependencies: alternatives and collectively favorable behavior

Utilize Context.

  • Further refine behavior themes by identifying the right context to do something

Learn from Heterogeneous Data.

  • Learn from multiple kinds of behavior, diverse in scale or in modality
  • Couple different kinds of behavior data sets, learn all-at-once

Learn Human Representations.

  • as unique compositions of different aspects of living

Capture Human Dynamics and change-points in life

Predict who will do what, where and when.

Synthesize Behavior.


  • State-of-the-art models and algorithms
  • Enterprise-grade implementation
  • Works on multi-modal, high dimensional, massive, streaming data.


  • Easy-to-use libraries for designing and deploying sophisticated machine learning models


  • Scalably computed on modern data processing architectures


  • Works smoothly with all major Big Data platforms and cloud services

The business

Let's build machines together

We mix-and-match the science and technology, and come up with a spectrum of business cases.


AI-first organizations with familiar tools

Technology Providers

Even smarter solutions

Consumer Service Providers

Simple yet sophisticated

ML/AI/Data Consultants

A capable asset for your portfolio