Interpretability and control SDK for foundation models that lets teams detect, trace, and steer model behaviors from the latent space.
Envariant is an SDK that moves model verification upstream into the latent space, exposing primitives to detect and causally trace behaviors like hallucinations and invariant violations, steer outputs programmatically, extract human-readable principles, and synthesize targeted edge cases. It aims to help foundation model builders address drift, brittle outputs, and high verification costs without bespoke engineering. The company is targeting state-of-the-art results across safety, reasoning, and domain-specific evaluation benchmarks. Envariant is a product of Envariant.