Research

AI transformation requires systems thinking

The industry is building point solutions. A tool for this, a wrapper for that. Our research shows that the right architecture makes AI significantly more powerful and safer. We build the foundations that make that possible.

Core Pillars

Who it's for → How we protect them → How we make it powerful.

01

Human-First

People don't think in buttons. They think in questions, ideas, half-formed thoughts. We design for how people actually think.

02

Safe, Regulated, Observable

Every AI action is monitored, controlled, summarized, and auditable. Built for companies that need to see what AI is doing across the organization.

03

AI-First

The AI doesn't need to be smarter. It needs a real environment. Real access, real tools, real systems. We design for how AI actually works.

Orin is our most recent application that demonstrates where the three pillars meet.

The Thesis

The market is full of AI tools. Each one solves one problem. But companies that get real value from AI are the ones that lay a solid foundation for AI, before building and integrating any systems.

AI models are powerful enough. The systems around them haven't caught up. We researched what happens when you close the distance, and designed the perfect system to do just that.

The result is Orin.

Derived Principles

Systems Thinking Over Point Solutions

From all three pillars

Deterministic tools that automate one-off tasks don't consider the transformative nature of modern AI. Properly leveraging AI requires building systems adapted for AI.

Dual-Facing Design

From AI-first + Human-first

Building the correct human-to-AI interfaces requires scrapping traditional ideas about software design. Software no longer needs a complex UI with hundreds of buttons and dials. AI doesn't work best just leveraging a set of pre-built, deterministic tools and scripts. Humans need flexibility. AI needs flexibility. We build interfaces to accommodate fuller expressions of human and AI thought.

Flexibility

From AI-first

Just like flexible expressions of thought, systems need to be able to adapt to different environments. Our products connect to any system to responsibly deliver the full power of AI.

Research Areas

AI Systems Architecture

How to build architectures where AI capability and safety come from the same design, not competing tradeoffs.

Governed Workspaces

Secure, controllable environments where AI operates with real access to business systems inside defined boundaries.

Human-AI Interaction

Designing interfaces that match the full complexity of human and AI thought. Non-linear, non-deterministic, expressive.

Traceability & Auditability

Making every AI action observable, summarizable, and auditable by design, not as an afterthought.