MOST LLC is an artificial-intelligence company
We build MOST Insight, a document intelligence platform that lets organisations ask questions of their own files and get cited, permission-aware answers. MOST LLC is a limited liability company registered in Wyoming, United States.
What we do
Companies accumulate enormous archives: policies, contracts, manuals, project plans, spreadsheets and years of e-mail, spread across Microsoft 365, Google Workspace, Dropbox, Box, file servers, laptops and phones. The knowledge is there, but finding it takes minutes or hours — and often the answer is simply re-asked of a colleague.
MOST LLC applies modern AI — retrieval-augmented generation, hybrid vector and keyword search, and large language models — to that archive. The result is MOST Insight: a platform that reads every document a user is permitted to see and answers their question with the sources attached, in the user’s own language.
How we work
We develop and operate the full stack ourselves: connectors, the indexing pipeline, the retrieval engine, the clients and the administrative tooling. Deployments run in our cloud or entirely inside a customer’s network, and are delivered as a containerised platform with automated TLS, health monitoring and cost metering.
Our team works with customers across Europe and North America, from manufacturing groups with terabytes of engineering documents to professional-services firms with sensitive client files.
What guides our engineering
Truthful by construction
We build AI that shows its evidence. An answer without a source is not an answer.
Access is sacred
The permissions your organisation already defined are the permissions our AI respects, on every channel.
Engineering depth
A Rust indexer, a TypeScript retrieval engine and a vector database tuned for terabyte-scale archives.
Partners, not vendors
Every customer gets an engineer who understands their documents, not a ticket queue.
Built on a serious stack
Open standards and proven components, assembled and tuned by our own engineers.
Talk to the team
Questions about the company, partnerships or press? We answer every message personally.