AI & ML

Introduction

Lytics integrates AI and machine learning throughout the platform to help you work more efficiently with your customer data. These capabilities span several areas:

  • Schema Suggestions: AI-powered analysis of your incoming data to recommend field definitions and mappings.
  • SQL Generation: Natural language to SQL translation for querying your connected data sources.
  • Template Generation: LLM-powered generation of data transformation templates in Jsonnet, Handlebars, or JavaScript.
  • Segment Translation: Convert SegmentQL expressions into human-readable descriptions.
  • Behavioral Scores: Predictive scoring models that quantify user engagement patterns.
  • Predictive Modeling: Build lookalike and predictive audiences using ML models.

Each of these features is covered in detail in the sections below.