The platform
One operating layer for enterprise work.
The CtrLoop engine keeps one shared context across your humans and agents and runs a graded execution loop over it - with contracts, evaluation and governance so agents can be trusted to run, not just demo. Model-agnostic, and deployable in your own cloud.

Architecture
The Work OS, layer by layer.
Everything shares one context and one set of controls - so a new use case reuses the permissions, integrations and audit you've already built, instead of rebuilding them.
Experience
Engine
Control plane
Data & integrations
Foundation
The engine
A graded execution loop over shared context.
The engine removes the ~80% of effort AI builds waste re-establishing context. Every run plans, executes, reviews and learns against one context - so quality compounds instead of resetting.
context
Plan against context
The team drafts the work grounded in one shared context - goals, data, prior decisions.
Act, then check
Agents execute with graded autonomy; contracts and evaluation gate the output before it ships.
Compound
Traces and outcomes feed back - the team beats its own baseline, run after run.
Why one layer
The advantages of a unified layer.
Model optionality
Nothing you build is locked to a model - each task routes to whichever model fits, on cost and quality.
Accelerated building
Permissions, integrations and audit are built once and reused - a new use case starts from what you already have.
Shared context
Humans and agents work off one context - no re-explaining the business for every task.
Centralized governance
One place defines who and what can access which data and actions - enforced across every agent.
Compounding intelligence
Every run improves the shared system - the loop is the moat, not any single output.
Flexible deployment
Multi-tenant SaaS, single-tenant, or in your own VPC across AWS, Azure and GCP.
Let's talk
See the platform on your workflow.
Bring your highest-value use case - we'll show you the build.
Book a demo