The Stripe for document generation.
Stripe made payments programmable and guaranteed. DARIL does the same for documents. A single deterministic layer that any system, agent, or workflow calls when it needs to produce a reliable document. Same inputs, same output, every time.
AI agents are everywhere. Reliable documents are not.
Every enterprise wants to deploy AI agents across sales, legal, compliance, procurement, and finance. When those agents need to produce documents, they have two options today. Both are broken.
Fast and flexible—but fundamentally probabilistic. Every output is a new roll of the dice. A hallucinated clause, a missing carveout, an invented term—all rendered in fluent, confident prose. That's not automation. That's liability.
Deterministic but rigid—and it doesn’t scale. Hand-coded conditional logic in proprietary markup languages. $50K and 8–12 weeks per document set. Most organizations plateau at a handful of templates before hitting the authoring wall.
DARIL is the best of both.
DARIL stands for Document Analysis, Rendering & Intelligence Layer. It's shared infrastructure that any agent calls. Upload a document or describe what you need. DARIL discovers the logic, codifies it through conversation, tests every permutation automatically, and renders documents with algorithmic precision. AI is the interface. The platform is the guarantor.
A guided experience where domain experts author and consume templates through conversation. What took months of specialized development takes hours.
Any LLM generates documents through DARIL via the Model Context Protocol. The model handles reasoning. DARIL guarantees the output.
Fully headless. Agentic workflows call DARIL directly—no human in the loop. Autonomous document production with deterministic correctness.
Five convergent forces.
We didn't research this problem. We lived inside it for 20 years.
We're founding team members of Contract Express—one of the most successful document automation platforms ever built. Acquired by Thomson Reuters.
DARIL is in private development. We're selectively engaging enterprise design partners and investors.
Ready to talk? We'd love to hear from you.
No, it's not an abacus.
The shape at the top of the page is an octahedron—a structure you've likely seen in bridge trusses, space frames, and molecular models. It's one of the most efficient load-bearing geometries in engineering. We chose it because like DARIL it is an interesting piece of infrastructure.
Opposing pyramids sharing a rectangular base that represents a document. Each apex projecting onto it—where intelligence meets structure. That's DARIL in one shape.
The small spheres moving along the edges aren't simply decorative. Each color represents a step in the DARIL workflow:
AI suggests. A user approves. A template is created. A document emerges. You're watching a model of DARIL at work.
We considered simpler shapes, but this was the only one that said everything at once—infrastructure and intelligence, structure and motion, something ancient, and something inevitable.
DARIL. The deterministic document layer for the agentic economy.