Deep Decision® LSM, World State, and LLM

Welcome to the Deep Decision® LSM (Large Signal Models) Developer Center!

The Deep Decision® platform, through its World State awareness, deep topology segmentation, and LLM integration, can create LSM to answer your business problems with minimal development effort.

What is an LSM?

  • Stands for Large Signal Models
  • An AI solution that uncovers latent relationships within signal data such as payment transactions.
  • Generates human-readable reports from traditional data sources.
  • Creates multi-models capable of analyzing business problems from multiple dimensions.
  • Automatically enriches and transforms a data stream with relevant external data.

Why use an LSM?

  • Well suited for a regulatory setting.
  • Developed from the ground up to use signal data.
  • Surfaces latent relationships within signal data difficult to detect by other means.
  • Turns a data lake into a highly usable knowledge graph.
  • Accelerates AI model development through automation.

How to use an LSM?

  • Automated data analysis
  • Rapid AI product design/build
  • Monitoring events/models
  • Intelligent reporting
  • Knowledge retrieval
  • Information enrichment

LLM

  • Stands for Large Language Model
  • Deep Decision®'s LLM is fine-tuned for a variety of signal problems.
  • Response from Deep Decision®'s LLM are designed to be used in a regulated environment.

World State

  • Enables your models to leverage pan-network signals on fraud and payment tends

  • Provides contextual signals to improve model performance and interpretation.

  • World state includes:

    • Pan-Network signals.
    • Daily data feeds on events impactful to a broad set of use cases.
    • Psychographic surveys focus on decision-making.
    • Optimal parameterizations based on pan-industry experience
    • And more

Synthetic Data Generation

  • Creates accurate synthetic data with no privacy concerns.
  • Mimics complex, latent relationships found within the dataset not mimicked by other techniques.

Multi-Models

Generates semi-supervised models based on a LSM.
  • Enables rapid AI product development by non-technical staff
  • Can augment or replace older models
  • Multi-models can be generated in real-time as need arises.

Topology Mapping

The topology mapping is a structured representation of LSM results that highlights relationships between different points within a dataset. It can:
  • Twin based on latent characteristics.
  • Detect drift of individuals and groups.
  • Find closest neighbors to a target record.

Embeddings

  • World state embeddings: enrich your data with real-time embeddings from our signals data.
  • Feature Embeddings: create custom models utilizing LSM embeddings.

Pre-Trained LSMs

Utilize a pre-trained LSM to answer your business question. Currently only one is in production.
  • Generate a psychographic profile just based on shopping patterns.

Use Cases for Deep Decision®

  • Automated Multi-Model creation
  • Synthetic data generation
  • Customer Segmentation and psychographics profiling
  • Automated Risk Modeling
  • Automated Analysis Reports
  • Emerging Trends Detection
  • Behavior Drift
  • What-if scenarios and Simulations
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