Who we are
A small-model company for organisations with a lot to protect.
TinyWeightsAI builds compact AI models and the software around them, so organisations can use capable AI on infrastructure they already own and trust.
Much of today’s AI asks you to send your most valuable information to someone else. We take the opposite approach: models sized for a specific job, installed close to the data, and run under the policies you already enforce.
The result is AI that fits the way regulated and security-conscious teams actually work — practical to deploy, straightforward to govern, and economical to run.
What we believe
Three convictions behind every decision.
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Capability should never cost control.
No organisation should have to choose between useful AI and keeping its information in-house. We build so that it never has to.
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Right-sized beats oversized.
A model shaped for a clear task is faster, cheaper to operate and easier to understand than a general-purpose giant doing the same job.
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Results should be demonstrated.
We agree how success will be measured before we start, and we share the evidence — including where a system falls short.
What we do
Three ways to work with us.
Tools ready on day one
Focused applications, such as Localine AI, that bring private AI to everyday tasks without an integration project.
View products ServicesSystems built around you
An engineering team that designs, secures and delivers AI systems shaped to your processes and your infrastructure.
Explore services SecurityProtection by architecture
A clear account of how our deployments keep information inside your walls, and how your team can confirm it.
Read our approachLet’s talk about what you want AI to do.
Whether you have a defined project or an early idea, we will help you judge what is realistic, what it involves and where to start.