Aarna and Monetize360 Launch Integrated AI/ML Infra Management and Monetization Platform for Cloud Service Providers

Unified solution combines GPU resource management and usage-based b****** to enable dynamic on-demand multi tenancy

Aarna.ml, a leader in GPU cloud management software, and Monetize360, a provider of agile monetization frameworks, announced a strategic partnership to deliver an end-to-end platform for dynamic management and monetization of AI/ML infrastructure. The combined solution enables cloud service providers to manage GPU resources, deploy AI/ML workloads, and automate granular b******—all within a single interface.

Cloud providers offering AI/ML infrastructure face a critical challenge: static allocation of GPU resources using manual provisioning and b****** results in lost revenue and reduced margins. Furthermore, disjointed systems for resource orchestration and b****** create operational bottlenecks. Engineers waste time reconciling usage logs with invoices, while finance teams struggle to price services competitively due to opaque cost tracking.

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The Aarna-Monetize360 integration addresses this by linking the Aarna.ml GPU Cloud Management System (CMS) with Monetize360’s B****** Platform. Key capabilities include:

• Unified Self-Service Portal: Users provision GPU instances, submit training jobs, and deploy models alongside real-time cost tracking.
• Usage-Based B******: Direct mapping of Aarna’s resource metrics (GPU-hours, tokens-sec, model-serving API calls, storage tiers) to Monetize360’s subscription, tiered, or pay-as-you-go pricing models.
• Audit Compliance: Automated reconciliation between Aarna’s activity logs and Monetize360 invoices eliminates b****** disputes.

“An on-demand AI/ML infrastructure demands precision—both in resource allocation and revenue capture,” said Amar Kapadia, CEO of Aarna.ml. “By integrating with Monetize360, we enable cloud providers to focus on scaling their AI services, not manually stitching together management and b****** tools.”

“Pricing AI/ML workloads is inherently variable. You can’t force-fit static SaaS models,” added Jayaram Bhat, CEO of Monetize360. “With Aarna, we ensure every GPU-hour or API call is accurately tracked and billed, so providers profitably align costs with customer value.”

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