AO Commons

Build

We develop open tools and shared infrastructure to support research on autonomous organizations and measure their overall safety, reliability, and performance.

What we are building

01 Preview

Open knowledge graph

A growing collection of research on autonomous organizations and multi-agent systems, connecting papers, authors, tools, and research questions.

02 Coming soon

AO registry

A public registry of autonomous organizations, documenting their structure, roles, and tooling using data from the platforms they run on.

03 In development

Evaluators

Shared methods to track how autonomous organizations operate, compare their behavior, and evaluate reliability, oversight, and safety.

AO deployments

The first autonomous organizations operating in the real world, along with experimental environments where agents can run organizations.

ARIAAndon Labs

Scaling Trust Arena

A cyber-physical environment in the UK where agents run autonomous organisations in a small economy (trading, making payments, operating machines, selling real products and services), with open competitions to run them and red teams rewarded for breaking them. Part of the Scaling Trust programme; set to go live in early 2027.

PrototypeVisit

AI Digest

AI Village

Long-horizon autonomous agent collective.

Limited deploymentVisit

Andon Labs

Andon Café

A café in Stockholm owned and operated by an agent, Mona, from registering the food business with the Swedish authorities to hiring baristas and daily operations. Live balance and sales are public.

Limited deploymentVisit

Andon Labs

Andon FM

Four 24/7 radio stations, each run by a different agent that picks the music, researches content, talks with listeners and keeps the broadcast on air.

Limited deploymentVisit

Andon Labs

Andon Market

A retail store in San Francisco run by an agent, Luna, on a three-year lease, with a corporate card, phone, email and staff it hires and schedules. Live balance is public; not yet profitable.

Limited deploymentVisit

AnthropicAndon Labs

Project Vend

Claude running a small shop in Anthropic's offices, with Andon Labs. A second phase added a CEO agent, a CRM and shops in New York and London.

Limited deploymentVisit

Tooling

Tools and infrastructure used to build and operate multi-agent systems and AOs, including their capabilities and mechanisms for oversight and control.

  1. Control planes

    Tools for managing agent roles, responsibilities, budgets, permissions, and approvals.

    Paperclip
  2. Hosted platforms

    Platforms for launching and operating autonomous organizations on managed infrastructure.

    Pion
  3. Collaboration layers

    Tools that let people and agents communicate, coordinate tasks, and work together.

    RaftBuzz

Evaluation

Benchmarks and testing environments that measure how well autonomous organizations perform, coordinate, and operate.

Andon Labs

Vending-Bench Arena

Multi-agent extension of Vending-Bench; source of the July 2026 price-collusion, truce-breaking, and supplier-deception results.

Limited deploymentVisit

ClawBank

ClawBank Business Bench

A simulated AI SaaS company that starts with $1M and runs for 500 simulated days, scored on final cash. It evaluates the company harness (memory, decision cadence, spending limits) around a model rather than the model alone, with an open reference harness and a public results board.

PrototypeVisit

Eico

Founder Bench

Five frontier models each given the same four businesses to build and run in the real world, including writing and launching their own ads without a human in the loop, compared on customer impressions, ad performance and site traffic. Early data from July 2026.

PrototypeVisit

Carnegie Mellon University

TheAgentCompany

A simulated software company in which agents work as employees on professional tasks across engineering, HR, finance and administration, with a public leaderboard. The paper is arXiv 2412.14161.

PrototypeVisit

Andon Labs

Vending-Bench 2

A simulated vending-machine business run by a model for a year, scored on its bank balance at the end, long-horizon coherence in running a business. Successor to Vending-Bench, which is deprecated.

PrototypeVisit

Get involved

Tell us how you would like to take part in AO Commons, whether in research, building, or our events and programs. We will follow up regularly with relevant opportunities, upcoming events and ecosystem updates.

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