About the Institute

Built for the hardest problems in AI.

An independent, non-profit think tank working on the hardest problem in artificial intelligence: making capable systems work, and keep working, inside the real institutions they are deployed into.

Every government and every major enterprise now has an AI strategy. Almost none has the capacity to deploy one.

The Complex AI Institute exists for that gap. Capability is abundant and getting cheaper. The ability to put a capable system inside a ministry, a hospital, a bank, a grid or a supply chain and have it still be governable in three years is scarce in every sector and every jurisdiction, and it is not what most AI institutions work on. We work on it from the deployment side, for states and for the enterprises that serve them.

The discipline is called Complex AI: systems that must satisfy conflicting objectives, carry real consequences when they are wrong, and remain inspectable by the institutions accountable for them. The term was coined in 2019 and the founding thesis sets out the argument in full.

The Institute is an independent, non-profit think tank headquartered in London, working across the United States, the United Kingdom, the European Union, the UAE and Singapore: the five regions where AI ambition is colliding hardest with the difficulty of deploying it. Everything we publish is free to read, free to cite, and traced to the instrument or study it rests on.

1 · The Gap

Deployment, not ambition, is the shortage.

The case for the Institute is not a belief about the future. It is what the record already shows.

Over 40% of agentic AI projects will be cancelled by end-2027
Gartner's forecast, June 2025. The same analysis estimates only around 130 of the thousands of vendors claiming agentic capability genuinely have it.
A tool procured for $62m, benched without ever reaching a patient
MD Anderson's Watson-powered oncology adviser, ended in 2016 after a University of Texas System audit. The model was not the reason. Read the four cases in The Deployment Gap.
All six GCC states now have enforceable data protection law; not one has a binding general AI law
From our own primary-source audit of the Gulf, maintained as the GCC AI Regulatory Tracker.
2 · What We Do
Advise

Governments and global enterprises

Board and ministerial briefings, and fellow-led reviews of a live programme or a procurement decision before it is signed. We sell no software, resell no cloud, and take no vendor commissions. How an engagement works.

Convene

A fellowship with deployments to its name

Appointment is by invitation and rests on the record of what someone has built, governed or answered for, not on what they predict. Eight founding fellowships have been offered and accepted, by leaders from government, academia and industry. Five are named; the rest follow in September. The fellowship.

Publish

Research across nine frontiers

Sovereign, agentic, quantum, edge, defence, physical, health and policy, with Complex AI itself as the first. Everything is free to read and free to cite. The nine frontiers.

Where we sit

Not a rival to convening power

National AI strategies, sovereign summits and ministerial roundtables belong to governments, and rightly so. We are the independent capability those institutions bring in once the work moves from ambition to deployment.

3 · Method

How we work, so you can check us.

Sourcing

Primary sources, named

Every statistic we publish names the source it rests on, and regulatory claims are traced to the instrument itself rather than to commentary about it. Where a figure cannot be traced, we do not print it.

Corrections

Errors fixed in public

If you find a claim that does not hold, write to press@complexai.org and we will correct it publicly rather than quietly. Our research carries the date it was verified.

Who writes it

People who have operated the thing

Research is led by people who have shipped and governed real systems. The test we apply to our own work is whether someone who has run the programme would recognise it as true.

Independence

Findings are not for sale

No funder, client or sponsor reviews, approves or previews a publication. Sponsorship of research is disclosed and carries no editorial control. No exceptions.

Governance & Transparency

Non-profit. Independent. On the record.

The Institute is being established as a non-profit company limited by guarantee in London: it has no shareholders, pays no dividends, and reinvests all surpluses in its mission. Published research is firewalled from advisory engagements: no client reviews, approves or previews our publications. Fellows are engaged and compensated on advisory mandates at arm's length; fellowship itself is an honorary appointment.

Surpluses reinvestedResearch firewalled
Leadership

The founder

Sam Beni speaking at City DNA, Budapest, 2025
Sam Beni, Founder & Executive Chairman. Coined "Complex AI" in 2019. Managed Intel’s AI Accelerator and Innovation Lab; led Tech Nation's Applied AI programme under the UK Government's AI Sector Deal. Full profile. Photograph: Krisztian Bodis, City DNA Budapest.

A steering committee of senior figures who have led real AI programmes is being formed. Announcements begin this autumn.

The Complex Brief

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What shipped, what failed, and why. Unsubscribe any time.

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