Croutons.ai

Micro-fact data atomization engine that converts raw data into verifiable, machine-readable facts.

Croutons is your "knowledge substrate" — the ingestion engine that transforms unstructured and semi-structured data into a machine-verifiable truth infrastructure for search engines, LLMs, agents, and ontology builders.

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Data Source Support

HTML → Facts

Extracts structured facts from HTML documents, web pages, and online content.

PDFs → Facts

Parses PDF documents to extract verifiable facts and structured information.

CSVs → Facts

Converts tabular data into atomic facts with proper semantic relationships.

NDJSON Streams → Facts

Processes streaming NDJSON data into micro-facts for real-time ingestion.

APIs → Facts

Transforms API responses into structured, verifiable fact statements.

Climate, Census, Business Data → Facts

Converts government and public datasets into machine-readable micro-facts.

Why Croutons Matters

Croutons.ai solves the fundamental problem of data fragmentation. By atomizing information into micro-facts, it creates a unified across all data sources. This infrastructure enables:

  • Verifiable fact statements that can trust
  • Cross-source fact linking and validation
  • Real-time fact ingestion from streaming sources
  • Foundation for ontological reasoning systems
  • Machine-readable truth layer for search engines and LLMs

Related Resources

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