Acorda

Bespoke, context-specific AI models for high-stakes environments.

For the domains where a wrong answer is not an option, accountable to the people they serve and the institutions that deploy them.

Get in touch

Generalist AI breaks where it matters most.

In medicine, law, climate, and critical infrastructure, a model trained for everyone is accountable to no one. A small drop in accuracy isn't a worse demo; it's a recall, a fine, a person harmed. These are the domains where failure carries real-world consequences, and where off-the-shelf systems consistently fall short.

1 in 6

queries hallucinated by specialised legal AI tools serving most top-10 US firms.

Stanford HAI & RegLab, 2024

43%

of FDA AI medical-device recalls happen within a year of clearance, double the conventional rate.

JAMA Health Forum, 2025

AI ranked the number-one health-technology hazard for 2025.

ECRI, 2024

What we optimise for.

01Accuracy.

02Efficiency.

03Safety.

Our models are grounded in the lived context of each domain, not generic guidelines written far from the real-world context. The result is smaller, sharper, safer models tuned to the nuance that mission-critical industries demand, where a wrong answer could hurt someone.

From many perspectives to one trusted model.

We converge the nebulous nuances of human experience into a single bespoke model made for high-stakes domains and the people who operate in them.

Grounded in human reality.

We start in the lived context of each domain, not generic guidelines written far from where the work happens.

Many voices, reconciled

Competing perspectives are weighed and reconciled into a single position the domain can defend.

Encoded into the model

That judgment becomes a smaller, domain-tuned model, accountable to the people it serves.

Built by researchers and builders, not generalists.

Peer-reviewed at the field's top venues, with backgrounds spanning AI safety, climate science, and human-computer interaction, paired with the zero-to-one product experience to ship it.

Atmadeep Ghoshal

Co-CEO

Tom Barrios Clarke

Co-CEO

Jack Contro

CTO

Dr. Niloufar Sarvian

CPO

Published with:

ICML AIES CHI FAccT HRI ACL

Let's talk.

We're in stealth, but we're listening. Investors, prospective design partners, and teams working in high-stakes domains, we'd like to hear from you.

hello@acordalabs.com Acorda Labs Ltd · London

Thank you. Message received.

We read every note that comes in and will be in touch soon. In the meantime, you can reach us anytime at hello@acordalabs.com.