QumulusAI - Breaking AI’s Biggest Barriers

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QumulusAI Provides A Clear Roadmap for Scaling AI Platforms to Thousands of Users

MarketScale

February 18, 2026

AI scalability

Amberd

Mazda Marvasti

QumulusAI

+more

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 across different environments would be difficult without a defined plan. Through its work with QumulusAI, Amberd now has a clear roadmap for scaling its platform. Marvasti says that the roadmap will support a new line of business in 2026 designed to serve hundreds to thousands of users without performance issues.

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QumulusAI - Breaking AI’s Biggest Barriers

QumulusAI Provides A Clear Roadmap for Scaling AI Platforms to Thousands of Users

Recent Episodes

High Hyperscaler GPU Costs and Infrastructure Limits Drove Move to QumulusAI for Fixed-Cost AI Services and Greater Flexibility

AI Enables Faster Business Decisions, Giving Startups an Edge Over Traditional Companies

Amberd Delivers Real-Time Business Insights, Cutting Executive Reporting From Weeks to Minutes With ADA

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