Automatic data generation with the AI-Ready Data Engine

The AI-Ready Data Engine is a multi-stage, agentic system that autonomously transforms diverse data formats into high-quality, AI-ready datasets that integrate seamlessly with AI applications—delivering superior results faster and at dramatically lower costs than traditional data preparation methods.

How does it work?

Our engine processes and integrates diverse data types—including files, databases, web content, audio, and video—to build a comprehensive knowledge base from both structured and unstructured sources. This knowledge base can be used for retrieval or fine-tuning.

Multi-file ingestion solves a key bottleneck in data preparation. Instead of sinking hundreds of hours and thousands of dollars into manual data preparation, you can now upload multiple files across formats - various guidelines, documentation, and organizational principles - and the Data Engine will automatically extract and structure the relevant training data from each of them.

How can I start using the Data Engine?

The Data Engine can be accessed via API/SDK or our SeekrFlow UI.

Benefits of using the Data Engine

High-quality automatic data creation for retrieval or fine-tuning: Eliminates manual data preparation, saving time and resources while providing a premium-quality dataset that can be used for a range of retrieval or fine-tuning techniques.

Robust against preference leakage: Designed with known base model contamination issues in mind.

Agentic routing and tool use: Intelligently routes to appropriate models, and uses tools such as web APIs and code interpreters for data enhancement.

Beyond data generation and augmentation

Our engine can create other integrated components for end-to-end AI applications, including:

• Tools for model use
• Guardrails applied at inference
• Domain-specific reward functions for reinforcement learning in reasoning models