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As enterprises accelerate AI adoption, data governance and network security have become inseparable. In Graphiant’s Networking Field Day presentation titled, “Why Data Governance Demands a Unified and Secure Approach to AI Networking,” Graphiant explores how a secure, compliant, and unified networking infrastructure is essential to enable responsible AI at scale.
Arsalan Khan framed the core problem: enterprises are investing heavily in AI, but their data is siloed across on-prem data centers, multiple clouds, and emerging neocloud providers. This creates massive infrastructure headaches, high costs, and significant security risks. The challenge is compounded by complex data governance regulations, especially for sensitive PII in finance and healthcare. Khan noted that while traditional networking struggles to “catch up” to new technologies, AI demands moving the “whole haystack,” not just finding needles, making network-level control and compliance essential from the start.
Graphiant’s solution is a Network-as-a-Service (NaaS) built on a stateless core, which functions as an overlay/underlay network operated by Graphiant using leased fiber. This provides a single, ubiquitous fabric for any-to-any connectivity with SLA guarantees. The key, Khan emphasized, is simplifying the “plumbing” so businesses can focus on their AI goals. The platform provides centralized visibility and control over metadata, allowing enterprises to see traffic paths and applications (without decrypting payloads) and enforce granular policies, such as guaranteeing that specific data never leaves a geographical boundary. This approach aims to provide the auditability, security, and cost-effectiveness required to manage modern AI data flows.
Personnel: Arsalan Mustafa Khan
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