Architecture

Your underwriting runs on a stack
built for a different industry.

Rating that recalculates instantly. AI that works inside the document, not beside it. Multiplayer collaboration that just works. One source of truth from screen to PDF to bordereaux. This is what the stack should have looked like from the beginning.

Your complex raters should just work.
Now they do.

Change one variable in a 300-field commercial property rater. Everything downstream — base premium, wind deductible, territory factor, commission split — recalculates instantly. No broken formulas. No circular references. No VBA macros that only one person understands. The Oyyo runtime uses a reactive computation graph — the same paradigm your actuaries already use in spreadsheets. The tool finally matches how they think.

Reactive Premium Calculation Live
Revenue
$10M
Base Rate
0.042
Wind Factor
1.35
Calculated Premium
$567,000
Updates instantly when any input changes

Your AI should be a teammate,
not a separate tab.

In every other platform, AI lives in a different window. It reads your documents, generates a report, and hands it back. Then a human re-enters the data into the actual system. In Oyyo, there is no handoff. AI participates directly in the same workspace your team uses — filling the same fields, triggering the same calculations, appearing in the same timeline. When your underwriter corrects a field, the AI learns. When the AI encounters a new document type, it builds the application. Not a report. Running software.

Everyone Else

AI reads your documents
Returns extracted data to a separate system
A human re-enters it into the workflow
The AI never sees the correction

Oyyo

AI works inside the same document
Fills the same fields your team uses
Human reviews and corrects in place
The AI learns from every correction

Your team and your AI should work
at the same time. Without conflicts.

Google Docs solved simultaneous editing for text. Figma solved it for design. Oyyo solves it for underwriting. Every app is multiplayer from the first keystroke. Your underwriter reviews a field while the AI is still extracting the next one. A second underwriter opens the same submission from a different office. Nothing locks. Nothing overwrites. Every change — human and AI — resolves mathematically and is preserved permanently.

Your quote letter should match your screen.
Always.

If the screen says $567,000, the PDF should say $567,000, and the bordereaux should say $567,000. Not because someone checked — because it's architecturally impossible for them to disagree. Screen, PDF, and bordereaux are three views of one reactive state. The era of mail-merge prayers is over.

Your regulator shouldn't have to trust your process.
They should see it.

Every application, every rating algorithm, every clearance rule — defined declaratively and version-controlled. When the state department asks "what changed in your cyber rater last quarter?" — you show them the exact diff. Line by line. Every AI decision logged. Every human override tracked. Compliance isn't a quarterly project. It's a property of the system.

Your infrastructure should handle
your worst Monday.

100-page scanned loss runs from the 1990s. Monday-morning email surges from 200 retail agents. ZIP files containing ZIP files containing a fax. The system handles it because it was built for exactly this.

High-Performance Parsing

Rust

PDF extraction engines written in Rust. Memory-safe, zero UI blocking on massive documents.

Multi-Model AI Gateway

GeminiQ

Fast models for extraction. Reasoning models for underwriting logic. Automatic routing, built-in redundancy.

Zero-Drop Email Pipeline

Graphile

Async worker pipeline guarantees no submission is dropped during peak volume. Every email ingested.

Open Integration Layer

OpenAPI 3.1

Push structured data to Guidewire, Duck Creek, Majesco, or any system. REST API, Webhooks, MCP.

Your system should get smarter every day.
This one does.

Every correction your team makes improves the AI for the next submission. Every new document type expands what the AI can process. Every workflow you build becomes part of your company's proprietary intelligence — compounding over time, impossible to replicate. This isn't a tool you configure once. It's a living system that learns your business.

It's about time.

See the architecture in action with your own data.