Embedded LLM has officially launched TokenVisor, a first-of-its-kind monetization and management platform designed specifically for AMD’s growing AI GPU ecosystem. First introduced in June at the Advancing AI 2025 conference in Santa Clara, the platform is now available globally to help GPU providers rapidly deploy, manage, and monetize large language model (LLM) workloads.
As enterprises scale up “AI factory” infrastructure, many face a common hurdle: turning significant GPU investments into measurable returns. TokenVisor addresses this gap by offering an all-in-one commercialization layer, enabling real-time billing, usage tracking, and resource management for AMD AI GPUs.
“TokenVisor brings powerful new capabilities to the AMD GPU neocloud ecosystem, helping providers efficiently manage and monetise LLM workloads,” said Mahesh Balasubramanian, Senior Director of Product Marketing, Data Center GPU Business, AMD.
Industry leaders are already seeing its value. Kumar Mitra, General Manager and Managing Director of Lenovo in Greater Asia Pacific, noted: “TokenVisor flips the economics of AI infrastructure. By pairing Lenovo ThinkSystem servers with AMD Instinct GPUs and TokenVisor’s turnkey monetisation layer, our customers are launching revenue-generating LLM services at unprecedented speed and scale, providing the financial guardrails and chargeback capabilities that CIOs and CFOs require to confidently greenlight AI investments at scale.”
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TokenVisor enables GPU operators to:
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Set token-based pricing for various LLM models
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Track usage and automate customer billing in real time
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Manage multi-tenant access and resource allocation
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Provide developers with API access, usage dashboards, and LLM testing environments
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Enforce rate limits and governance policies
Billed as a “hypervisor for the AI token era,” TokenVisor aims to unlock the commercial potential of decentralized GPU computing. Embedded LLM sees this launch as a pivotal step in advancing an open, scalable AI ecosystem, driven by AMD’s neocloud community.
“The spirit of open collaboration we saw at Advancing AI 2025 is what drives us,” the company stated. “TokenVisor is the hypervisor for the AI Token era, born from that spirit and engineered with insights from the AMD neocloud community.”