E2E Networks has introduced 'Blaze,' a pay-per-token inference service for open-weight AI models, leveraging NVIDIA's Blackwell GPU infrastructure. The company is actively scaling its sovereign AI capacity to a target of 14.6 MW to support production-grade AI workloads for sectors like banking and healthcare. This expansion into a consumption-based revenue model marks a strategic move to capture rising demand for high-performance, India-hosted AI inference services.
E2E Networks Scales AI Infrastructure and Launches Blaze Service
14.6 MW total targeted AI infrastructure capacity; 1,024-GPU NVIDIA Blackwell cluster already operational.
Reader Takeaway: New consumption-based revenue model enhances market reach, though reliance on high-end hardware supply remains a critical execution dependency.
What just happened
E2E Networks Limited has officially launched 'Blaze,' a pay-per-token inference service built for open AI models. This new offering utilizes an OpenAI-compatible API, allowing developers to run latency-sensitive applications like voice processing, coding agents, and document AI on NVIDIA GPU infrastructure.
Why this matters
The move signals a strategic shift toward a consumption-based business model, which provides a flexible path for enterprises transitioning from pilot projects to full-scale AI production. By hosting these services within India—branded as 'Sovereign Compute'—the company targets highly regulated sectors including banking, healthcare, and the public sector, which require local data residency and low latency.
Infrastructure and Capacity Update
The company is aggressively expanding its AI factory footprint. Beyond its existing 1,024-GPU NVIDIA Blackwell cluster which went live in May 2026, E2E Networks is adding 5.4 MW of new Blackwell-based capacity, including HGX B300 systems, to reach a total target capacity of approximately 14.6 MW.
Risks to watch
As E2E Networks moves toward full-scale production inference, shareholders should monitor the adoption rate of the Blaze service. Additionally, the successful commissioning of the planned 5.4 MW expansion is contingent upon the timely procurement and integration of advanced hardware components in a competitive global supply chain.
What to track next
The market will look for updates on client onboarding for the Blaze platform and progress reports on the deployment of the additional 5.4 MW capacity as it moves from planning to full operational status.