Graphon AI has emerged from stealth with $8.3M in seed funding to build a 'pre-model intelligence layer' for enterprise AI. The startup, founded by former Amazon and Meta researchers, addresses a core limitation of current LLMs: they can retrieve data but cannot discover relationships across disconnected multimodal enterprise datasets. Graphon's system ingests documents, video, audio, images, logs, and databases before they reach a foundation model, using graphon functions (a mathematical framework co-invented by its UC Berkeley advisors) to build persistent relational memory. The round was led by Novera Ventures with participation from Perplexity Fund, Samsung Next, Hitachi Ventures, and GS Futures. Early customer GS Group has deployed the platform for convenience-store analytics and construction-site safety monitoring.
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