Videos Software & Technology

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

Scaling AI

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…

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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…

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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…

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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…

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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…

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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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governance
Exploring the Intersection of Board Governance, Community Engagement and Creativity with Ann Margolin
February 23, 2026

Behind every city vote, hospital budget or zoning decision is a leader navigating tough, often conflicting priorities. Right now, public leaders are operating in an environment of rising healthcare costs, workforce shortages and heightened community expectations—especially within safety-net systems that collectively provide billions in uncompensated care each year. The stakes are real—they affect patients…

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career-connected
Workforce Alignment, and the New Blueprint for Career-Connected Learning Ecosystems
February 23, 2026

Workforce shortages, shifting federal and state policy, and rising skepticism about the return on investment of a traditional four-year degree have pushed career-connected learning to the forefront of education reform. According to the U.S. Bureau of Labor Statistics, overall employment is expected to increase by nearly 4.7 million jobs between 2022 and 2032, with…

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hiring strategy
AI Is Reshaping Hiring Strategy And Critical Roles Are Shifting to Permanent Talent
February 20, 2026

Artificial intelligence is no longer a future-state discussion—it’s a present-day leadership priority. As enterprises accelerate the adoption of generative AI and automation tools, hiring strategies are evolving alongside broader business transformation. According to McKinsey’s 2025 State of AI report, 88% of organizations now report using AI in at least one business function, underscoring how…

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Larry North
Resilience, Reinvention, and the Relentless Pursuit of Growth: Larry North’s Journey from Fitness Icon to Private Equity Leader
February 20, 2026

Entrepreneurship is being glamorized in real time. Social media highlights overnight wins, AI tools promise instant scale, and private equity is reshaping industries at a rapid clip. Yet behind every “success story” is something far less flashy: failure, adaptability, and the discipline to keep going when life hits hard. According to the U.S. Bureau…

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Other Videos Software & Technology
Amberd Moves to the Front of the Line With QumulusAI’s GPU Infrastructure
February 18, 2026

Reliable GPU infrastructure determines how quickly AI companies can execute. Teams developing private LLM platforms depend on consistent high-performance compute. Shared cloud environments often create delays when demand exceeds available capacity. Amberd CEO Mazda Marvasti says waiting for GPU capacity did not align with his company’s pace. Amberd required guaranteed availability to support its…

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QumulusAI Secures Priority GPU Infrastructure Amid AWS Capacity Constraints on Private LLM Development
February 18, 2026

Developing a private large language model (LLM) on AWS can expose infrastructure constraints, particularly around GPU access. For smaller companies, securing consistent access to high-performance computing often proves difficult when competing with larger cloud customers. Mazda Marvasti, CEO of Amberd, encountered these challenges while scaling his company’s AI platform. Because Amberd operates its own…

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Custom AI Chips Signal Segmentation for AI Teams, While NVIDIA Sets the Performance Ceiling for Cutting-Edge AI
February 18, 2026

Microsoft’s introduction of the Maia 200 adds to a growing list of hyperscaler-developed processors, alongside offerings from AWS and Google. These custom AI chips are largely designed to improve inference efficiency and optimize internal cost structures, though some platforms also support large-scale training. Google’s offering is currently the most mature, with a longer production…

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OpenAI–Cerebras Deal Signals Selective Inference Optimization, Not Replacement of GPUs
February 18, 2026

OpenAI’s partnership with Cerebras has raised questions about the future of GPUs in inference workloads. Cerebras uses a wafer-scale architecture that places an entire cluster onto a single silicon chip. This design reduces communication overhead and is built to improve latency and throughput for large-scale inference. QumulusAI Senior Product Manager Mark Jackson says Cerebras’…

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NVIDIA Rubin Brings 5x Inference Gains for Video and Large Context AI, Not Everyday Workloads
February 18, 2026

NVIDIA’s Rubin GPUs are expected to deliver a substantial increase in inference performance in 2026. The company claims up to 5 times the performance of B200s and B300s systems. These gains signal a major step forward in raw inference capability. Mark Jackson, Senior Product Manager at QumulusAI, explains that this level of performance is…

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When Client Engagement Becomes True Partnership
February 1, 2026

CG Infinity’s Salesforce Practice is built on deep, day-to-day engagement with the organizations it serves. Rather than operating as an external vendor, the team embeds itself with clients—working closely, consistently, and collaboratively—so decisions are informed by real context, trust, and shared accountability. This approach ensures Salesforce solutions are shaped not just by requirements, but…

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How CG Infinity Brings Cross-Functional Teams Together to Deliver High-Impact Outcomes
February 1, 2026

CG Infinity’s Salesforce Practice is built around helping organizations move forward together, especially when initiatives span cross-functional teams with different priorities. The focus is on alignment—bringing the right stakeholders into the conversation early and ensuring decisions are made collaboratively so solutions serve the whole organization, not just one function. That capability is reflected in a…

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When Building Beats Buying: Salesforce Custom Development Approach at CG Infinity
February 1, 2026

Salesforce offers a broad ecosystem of tools and integrations, giving organizations flexibility but also introducing constant decisions about when to buy, build, or customize. The strongest strategies apply discipline to those choices, often relying on Salesforce custom development to ensure specific requirements are met without adding unnecessary cost or complexity. That balance is a…

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One Team, Shared Goals: Inside CG Infinity’s Client Philosophy
January 31, 2026

Successful Salesforce initiatives rely on alignment as much as technology. When partners stay focused on delivery rather than shared priorities, projects risk meeting technical requirements without achieving real business success. The strongest outcomes come from teams that treat client priorities as the foundation for every decision and operate from a clear client philosophy. That…

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