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Fact Claims - is your data trustworthy?

Our goal is to enrich the world with data that is relevant, licensed, and trustable at planetary-scale.

Recently, mediocre web content has experienced exponential growth - bulk-automated by generative AI.

If our future AI are trained on this - we can expect increasingly lower-quality halluciations.

Ensuring the integrity and trustworthiness of our AI systems is important:

For content owners

  • Publishing your own fact claims allows intelligent systems to discover your expertise, offerings and license terms.

For developers, researchers and crawlers

  • Discover, learn and engage with rich, contextual, quality data to improve the signal/noise ratio for your analysis, RAG and fine-tuning.

Online Examples:

Fact Architecture:

  • Valid Facts: For a fact to be considered valid, it needs to be associated with a specific action or entity and generated by a particular process.

  • Traceable Facts: These facts can be traced back to their source through connections established during their creation or association.

  • Grounded Facts: Grounded facts are securely stored in an unchangeable document, ensuring their reliability and verification.

  • Published Facts: Published facts are online for reference, they need not be immutable so may be real time.

  • Notarized Facts: Notarized facts with a trusted chain of custody, with provenance traced back to a digital trustee.

Explore Further: