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Nvidia’s ‘AI Factory’ narrative faces reality check as inference wars expose 70% margins

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more The gloves came off at Tuesday at VB Transform 2025 as alternative chip makers directly challenged Nvidia’s dominance narrative during a panel about inference, exposing a fundamental contradiction: How can AI inference be a commoditized “factory” and command 70% gross margins? Jonathan Ross, CEO of Groq, didn’t mince words when discussing

‘Sandbox first’: Andrew Ng’s blueprint for accelerating enterprise AI innovation

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Enterprises may be concerned about the impact of AI applications when put into production, but hampering these projects with guardrails at the onset could slow innovation. Andrew Ng, founder of DeepLearning AI and one of the most prominent figures in AI development, emphasized the importance of observability and guardrails in AI developme

From prompt chaos to clarity: How to build a robust AI orchestration layer

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Editor’s note: Emilia will lead an editorial roundtable on this topic at VB Transform next week. Register today. AI agents seem like an inevitability these days. Most enterprises already use an AI application and may have deployed at least a single-agent system, with plans to pilot workflows with multiple agents. Managing all that sprawl

The case for embedding audit trails in AI systems before scaling

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Editor’s note: Emilia will lead an editorial roundtable on this topic at VB Transform this month. Register today. Orchestration frameworks for AI services serve multiple functions for enterprises. They not only set out how applications or agents flow together, but they should also let administrators manage workflows and agents and audit t