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…
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…
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…
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…
With the rapid rise of AI workloads, data centers are being built with higher power density, stricter reliability expectations, and cooling technologies that are evolving faster than most teams can adapt. As a result, these facilities aren’t just getting bigger—they’re becoming harder to operate, harder to staff, and far less forgiving when something goes…
Skilled trades are facing accelerating retirements, rising customer expectations, and rapid advances in AI—putting the field service industry at a critical inflection point. Industry estimates suggest millions of frontline roles could go unfilled over the next decade, even as technology promises to automate more tasks than ever before. The stakes are high: decisions made now…
