quirq

Secure Environments
for Agentic Workforces

Any model. Any harness. Any cloud.

TRUSTED BY

What is a quirq?

More tokens does not equal more work.
We use machine-level observability and high-level math
to calculate the true unit of work: the quirq.

Read the Research →
An Engineering environment connected to its default project.

Accelerate Your
AI Workflows

  1. Spin up the capacity and cloud location your workload needs.

  2. Keep projects, context, models, and agent tools organized in one managed workspace.

  3. 03OBSERVE PRODUCTIVITY

    Calculate beyond token cost and see the efficiency metrics you truly need.

Launch Agentic Environments
with Speed and Security

Dynamic Scaling

Spin up an environment with the press of a button. Our proprietary scaling solution auto provisions the capacity, specs and location you need.

Production-ready

Deploy direct to AWS, GCP, Azure or any Terraform compatible stack.

Deployment timeline from merge through heartbeat.

Context Optimization

Our engine interprets your goals and draws from your data.

Unified Cost Observability

Each environment comes with our Quirq analytics software that detail the costs, time spent, and tasks of your agents in real-time.

Universal Runtime

Use any model, harness or framework within your environment.

Runtime capabilities spanning memory, context, skills, artifacts, documents, Git, integrations, and MCP.

Security Compliances

Our software can be deployed under your existing compliance standards.

Efficiency Charts

Understand the human input to agent output efficiency ratio.

Cost efficiency increased 87 percent over the past 30 days.

Four Layers. One Shape.

01OUTPUT

The Work Your Agents Deliver

Measure the files, decisions, and verified outcomes your agents produce across models, harnesses, environments, and runtimes.

Any Model. Any Harness.

Use any model, harness, or framework within your environment.

The Workspace That Holds the Work

Memory and files persist while the environment snapshots, verifies, and meters each job.

A Place to Actually Act

Run on your laptop or deploy to AWS, GCP, Azure, or any Terraform-compatible stack.

An exploded architecture showing output, agent, environment, and runtime layers.
Get Started

Install on your
local hardware

Download the free open-source version of our observability tools so you can monitor your local usage right away.

Get Started

RUN IN YOUR SHELL

curl -fsSL quirq.ai/install | sh