Lioren builds deterministic audit infrastructure for AI systems — starting with a Legal Engine that removes hallucination from litigation support by design, not by prompt.
Most legal AI tools delegate finding detection to the model — which means output varies run to run. Lioren's Legal Engine separates statutory element detection from LLM inference entirely. What the engine finds is the same regardless of which model sits downstream.
Read the architecture →Schema-stable, model-agnostic finding detection for charging documents, indictments, and trial exhibits. Currently in early access for litigation support teams and e-discovery firms.
Learn more →Systematic adversarial testing of LLM-based systems. We design and execute attack campaigns — prompt injection, jailbreak, multi-turn manipulation — and deliver structured findings with signal data.
Get in touch →Document processing, workflow automation, content pipelines, and reporting — built for small and mid-size businesses. No technical background required.
See what's possible →Whether you're evaluating the Legal Engine, need adversarial testing, or want to explore what AI can do for your business — reach out.
info@liorentechnologies.com