QAG Engine
Chunkless RAG: the model reasons over whole documents instead of fragments cut out of them.
Built on QGI
Decision-grade AI, built by Sam Sammane.
QGI (Quantum General Intelligence Inc.) builds deterministic, audit-grade AI for decisions that have to hold up: in finance, insurance and other regulated work. Some TheoSym products run on it.
What QGI is
QGI is an independent AI company based in San Diego. Instead of cutting documents into fragments and hoping the right pieces come back, its engine reasons over whole documents, and it's audit-grade by design. It's built for teams that need AI they can audit, including private and self-hosted deployments.
Q-Prime
Quantum embedding model.
Custom agents
Agents built for specific financial-services and insurance workflows.
Enterprise Blueprints
End-to-end delivery for financial services and insurance teams.
Who leads QGI
Dr. Sam Sammane
Founder & CEO, QGI · Founder, TheoSym
Sam founded QGI and runs it as CEO. He also founded TheoSym, where he builds AI products and works directly with teams.
Waseem Sammane
VP Engineering, QGI
Waseem leads engineering at QGI.
TheoSym products built on QGI
These TheoSym products run on QGI. You use them through TheoSym; QGI is the engine underneath.
Built on QGI
ChatGMP
An AI assistant for GMP compliance questions and team training.
Built on QGIDeepGMP
A compliance-reasoning engine for validation, CAPA and deviation work.
More of what Sam builds is in TheoSym Labs.
Where to go next
For enterprise and regulated teams
qgi.dev ↗
You work in finance, insurance or another regulated field and need AI you can audit, including private or self-hosted deployments. Start at qgi.dev.
For builders
qgi.studio ↗
You want a platform or a virtual assistant you can run yourself. QGI Studio is a self-serve AI agent workspace: ask for a deck, a sheet or a report, get the file back, and put the run on a schedule.
Not sure which fits? Book 15 minutes with Sam.