en.Wedoany.com Reported - Aria Networks has completed a $125 million Series A funding round and simultaneously launched its Deep Networking platform. This platform, built on Ethernet switches and the SONiC standard, aims to enhance token efficiency in AI clusters. The company's founder and CEO, Mansour Karam, previously founded intent-driven networking vendor Apstra, which was acquired by Juniper Networks in 2020.

According to Aria Networks' announcement, this funding round involved participation from Sutter Hill Ventures, Atreides Management, Valor Equity Partners, and Eclipse Ventures. The Deep Networking platform runs on Broadcom's Tomahawk 6 chipset, supporting 800GbE and 1.6T switching capabilities in both liquid-cooled and air-cooled form factors. The platform provides end-to-end telemetry and deploys intelligent agents from the switch ASIC to the cloud orchestration layer.

In a launch blog post, Karam defined token efficiency as a core metric for the AI factory era. While networking accounts for only 10% to 15% of an AI cluster's total cost, network inefficiencies can amplify their impact on accelerator utilization, training time, and ultimately, revenue. Model FLOPs Utilization (MFU) directly determines token efficiency and the cost per token; improving it can translate into revenue growth. Deep Networking replaces manual, error-prone processes with seamless, automatic tuning for cross-route load balancing and failover.

The platform employs intent-driven configuration: operators define the objectives, and the system executes the technical details, proactively resolving bottlenecks with real-time adaptive optimization before they impact performance. Aria Networks describes this as an agentic collaboration model, providing deep telemetry and natural language interaction to formulate strategies alongside AI agents. Embedded, on-site deployment engineers will be integrated into customer teams to maintain human involvement in the agent collaboration process.

Karam stated that in a market where high-end networking chips are in short supply and allocations are tight, taking the first-mover action can build a structural advantage. Aria Networks, along with partners like Broadcom and Amphenol, as well as members of the SONiC Foundation ecosystem, is advancing open, standards-based network infrastructure.

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