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Scaling AI platforms can raise questions about how to expand across locations and support higher user volumes. Growth often requires deployments in multiple data centers and regions. Mazda Marvasti, the CEO of Amberd, says having a clear path to scale is what excites him most about the company’s current direction. He notes that expanding…
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Client Stories - QumulusAI
Complex AI Software Should Be Delivered as a Managed Service
Artificial intelligence software is increasing in complexity. Delivery models typically include traditional licensing or a managed service approach. The structure used to deploy these systems can influence how they operate in production environments. The CEO of Amberd, Mazda Marvasti, believes platforms at this level should be delivered as a managed service rather than under…
Client Stories - QumulusAI
Facing High GPU Costs and Infrastructure Constraints, Amberd Turned to QumulusAI for Fixed-Cost AI
Providing managed AI services at a predictable, fixed cost can be challenging when hyperscaler pricing models require substantial upfront GPU commitments. Large upfront commitments and limited infrastructure flexibility may prevent providers from aligning costs with their delivery model. Amberd CEO Mazda Marvasti encountered this issue when exploring GPU capacity through Amazon. The minimum requirement…
Client Stories - QumulusAI
AI Enables Faster Business Decisions, Giving Startups an Edge Over Traditional Companies
Speed in business decisions is becoming a defining competitive factor. Artificial intelligence tools now allow smaller teams to analyze information and act faster than traditional organizations. Established companies face increasing pressure as decision cycles shorten across industries. Mazda Marvasti, CEO of Amberd, says new entrants are already using AI to accelerate business decisions. He…
Client Stories - QumulusAI
Amberd Delivers Real-Time Business Insights, Cutting Executive Reporting From Weeks to Minutes With ADA
Many organizations struggle to deliver real-time business insights to executives. Traditional workflows require analysts and database teams to extract, prepare, and validate data before it reaches decision makers. That process can stretch across departments and delay critical answers. The CEO of Amberd, Mazda Marvasti, states that the cycle to answer a single business question…
Client Stories - QumulusAI
No Idle GPUs, No Data Leakage: QumulusAI Maximizes GPU Utilization for Multiple Customers on Shared Infrastructure
Multi-tenant GPU infrastructure is becoming essential as AI deployments scale across customers. Organizations must maximize GPU utilization while maintaining strict data isolation. Idle compute reduces efficiency, yet shared environments can introduce security risks if not designed properly. Optimizing GPU cycles across multiple customers is essential to maintaining performance and cost efficiency. Mazda Marvasti, the…
Client Stories - QumulusAI
QumulusAI Brings Fixed Monthly Pricing to Unpredictable AI Costs in Private LLM Deployment
Unpredictable AI costs have become a growing concern for organizations running private LLM platforms. Usage-based pricing models can drive significant swings in monthly expenses as adoption increases. Budgeting becomes difficult when infrastructure spending rises with every new user interaction. Mazda Marvasti, CEO of Amberd, says pricing volatility created challenges as his team expanded its…
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The Art of Recovery: Where Music and Medicine Meet in Patient Care
Healthcare today can feel overwhelming—not just for patients, but for the teams caring for them. After a major illness or injury, recovery isn’t handled by one doctor alone; it often involves a whole network of specialists, from physical therapists to nurses to social workers, all trying to help someone regain their independence and quality…
From Monitoring to Knowing: How Owlet Is Redefining Infant Health at Retail
Baby monitors have long promised parents the ability to see and hear their child from another room. But as connected health devices become more normalized in everyday life, from smartwatches to sleep trackers, parents are beginning to expect more than visibility. They want insight. For Owlet, that shift matters because its wearable monitors track…
Unlocking CensisAI²: The Metrics That Matter for Smarter SPD Decisions
Sterile processing departments are swimming in data, from workflow automation and supply data to patient outcome and quality metrics. But the real challenge is not collecting more information; it is knowing which metrics actually improve SPD performance, technician education, OR readiness and patient safety. For Censis, a leader in surgical asset management, the focus…
The New Rules of Discoverability: How User-Generated Content Is Reshaping Search, Trust, and Brand Visibility
User-generated content (UGC) is moving from marketing side dish to main course as large language models change how people discover brands, products, creators, and ideas. Customer reviews, forum posts, videos, and community conversations increasingly carry more influence than polished brand copy because they feel more specific, lived-in, and trustworthy. As AI systems learn from…
