Framework
The Fragmentation Problem
Most legal AI today is what Devansh calls "a system prompt wearing a trench coat", a niche product wrapping a general-purpose model, charging per word or per page for the privilege. Small and mid-sized law firms end up stitching together 10 point solutions that share no context with each other. Irys attacks this from the foundation.
How it works
- 1Built ground-up as a full end-to-end legal platform, not a wrapper.
- 2Processes unlimited documents without vector search limitations.
- 3Builds entity maps and relationship graphs across the entire document set.
- 4Flags contradictions, jurisdictional mismatches, and contextual gaps that RAG-based systems miss.
- 5Delivers a transparent, auditable thinking trace so attorneys can verify every recommendation.
- 6Runs 50 to 60 argument simulations and identifies which ones are likely to succeed.
Hear it on the podcast
Legal AI: Why Lawyers Are Finally Free to ThinkListen to the episodeMore from this episode
The Three Categories of HallucinationDevansh breaks legal AI hallucinations into three categories. The third is the most dangerous, and the hardest to catch with traditional vector search.The Democratization MissionDevansh grew up watching legal inaccessibility cause real harm, civil cases in India carry a 10-year backlog; New York City tenants get bullied by landlords because they cannot afford to fight. His co-founder, a former Big Law attorney, had lived the inefficiency from the inside.
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