Make every organisation’s knowledge AI-ready: cleaned, deduplicated, contradiction-checked — so people and agents can rely on it. Institutional knowledge should never depend on who is still in the building.
On a mission to make enterprise knowledge trustworthy
A world where every assistant and every agent works on a trustworthy foundation — where answers come with sources, actions come with rules, and the data underneath is something you can vouch for.
Citations, scores and findings you can check — on our product and on this website. If we cannot substantiate a number, we do not print it.
Read-only access, EU hosting, no rewriting behind your back. Governance is part of the product, not a feature tier.
Your sources, your models, your agent frameworks. TensorLot is the layer in between, never another silo.
We start every engagement on your documents, not on slides — and measure what changes for your teams and agents.
- Sep 2025
Research & foundation
Dr. Omar El Sayed completes foundational research on enterprise knowledge management and AI-ready data quality. The idea for TensorLot takes shape.
- Nov 2025
Team
Alexander Lichtenstein joins as CTO. Development of the TensorLot Core prototype begins.
- Jan 2026
First prototype
Working prototype of the TensorLot Core engine — ingestion, contradiction detection and quality scoring validated on real enterprise data.
- Apr 2026
Pilot-ready
The platform is ready for proof-of-concept pilots on real enterprise document sets.
- Aug 2026
Agents & MCP
TensorLot becomes an MCP server: governed tools, playground, action rules — agents act on clean knowledge.
- Jan 2027
TensorLot GmbH, Zug
TensorLot GmbH is founded in Zug, Switzerland — the company behind the product, serving enterprises across Europe from day one.
Dr. Omar El SayedFounder & CEO
AI and knowledge-management researcher who authored the work TensorLot is built on — and turned it into an enterprise product.
AI research · Knowledge management · ProductAlexander LichtensteinCo-Founder & CTO
Leads the technical vision behind TensorLot — the infrastructure that scores, cleans and serves enterprise knowledge at scale.
Architecture · Engineering · RAG systemsAdvisory board
Prof. Dr. Dr. h.c. mult. Horst Stöcker/ Scientific Advisor /
Judah M. Eisenberg Professor Laureatus at Goethe University Frankfurt; founding director of FIAS and former CEO of GSI Helmholtz Centre for Heavy Ion Research. Over 500 publications and 50,000 citations.
Theoretical physics · Scientific strategyBeschir Hussain/ Business Advisor /
Serial entrepreneur in education, technology and real estate. Founding partner at Nesting; previously co-founded Vertical Food, Germany’s pioneering vertical food brand, leading its expansion to the Middle East.
Scaling · Go-to-market · EntrepreneurshipTell us where the five-versions problem hurts most. We answer within one business day and scope a proof of concept on exactly those documents.
- Emailoes@tensorlot.ai
- LocationZug, Switzerland
- Response timewithin one business day