Artificial Intelligence
At DFRNT, we believe in earned trust — not just automation hype. That’s why our core technology is built on semantic logic and deterministic rules, not opaque models or black-box predictions.
This foundation ensures that every output is explainable and auditable — ideal for organizations that care about data integrity, governance, and traceability.
Machine-readable information that also includes its reasons for justified trust will be a valued asset to every organization that wants to train large language models.
No LLMs Required
Unlike many “AI-first” tools, DFRNT doesn’t rely on Large Language Models to function. Our platform is fully operational, powerful, and production-ready without any AI dependency — so you can manage and validate complex business information with justified trust at every step.
Deterministic outputs
Full audit trails
Clear rule-based governance
Semantic data structures that evolve with your business
AI-Enhanced, When You Want It
That said, we’re also realists. We understand the value of LLMs and AI agents — when used on top of a trusted data foundation.
DFRNT offers optional API-level integration with external LLMs, enabling advanced features like:
Natural language querying of your information
AI-assisted rule generation
Summarization of validation results
Your ideas for leveraging information with justified trust
You stay in control. You decide where AI fits — and where it doesn’t.
Our Philosophy