Graphon raises $8.3M to build the multimodal pre-model intelligence layer. Learn more

Our mission is to build the foundational representation of the real world to enable generalizable intelligence.

The Problem We're Solving

Modern AI models are powerful, but still constrained by limited context.

Enterprises store trillions of tokens across documents, videos, logs, databases, meetings, and internal systems. Traditional retrieval systems like RAG can surface relevant snippets, but they cannot understand how information connects across datasets, modalities, and time.

They can retrieve. They cannot relate.

As a result, AI agents and agentic systems can answer questions about isolated pieces of data, but struggle to reason across the full organizational context needed for accuracy and reliability.

How is Graphon Different

Graphon introduces a new layer in the AI stack: Relational Context Intelligence.

Existing systems retrieve isolated context.

Graphon models how that context connects.

The result is a persistent relational memory that lets AI reason across multimodal data at scale.

Graphon architecture: User/Agents → LLM → Graphon → Multimodal Data → Data Centers. Graphon replaces context windows with persistent relational memory.

Team & Vision

Leadership

Graphon AI was founded by researchers and engineers with deep expertise in AI, machine learning systems, and large-scale enterprise infrastructure. The leadership team includes former researchers and engineers from Amazon, Meta, Google, Apple, NVIDIA, Rivian, Samsung AI Center, NASA, and leading research institutions.

The Graphon AI team

Technical Advisors

Jennifer Chayes

Dean, College of Computing, Data Science, and Society, UC Berkeley

Christian Borgs

Professor of Computer Science, UC Berkeley, Co-creator of graphon theory

Alejandro Ribeiro

Professor, University of Pennsylvania ESE Department

Business Advisors

Bask Iyer

Ex-CIO of VMWare, Honeywell, and Juniper Networks

Alan Fletcher

Ex-COO of Regrello (acquired by Salesforce)

Simon Mulcahy

Ex-Chief Innovation Officer of Salesforce

Akash Bhatia

Senior Partner and Global Tech Sector Lead at BCG

Careers

Be part of building the next generation of AI capabilities beyond today's models.