Specialist AI for Critical Decisions
Debrev converts qualitative human evidence into structured, decision-ready intelligence — purpose-built for the decisions that matter most.
What Debrev Builds
Generic AI produces summaries. Debrev produces intelligence. We build narrow, domain-specialized systems that reason over qualitative evidence — structured outputs, auditable reasoning, and human-in-the-loop decision support.
Domain-Specialized
Not a generic wrapper. Each Debrev system is purpose-built for a specific domain — with specialized architecture, training, and output schemas.
Evidence-Driven
Every recommendation ties back to source evidence. Structured outputs with confidence levels and explicit reasoning — not vague prose.
Cost-Efficient at Scale
Frontier models are expensive. Debrev runs narrow, high-signal workflows cheap enough to use repeatedly — in product, at scale.
Our Products
Purpose-built AI for the domains where decisions carry real weight.
Ready to decide with confidence?
Explore Debrev Interview, our first live product, or learn about the research powering it.