# Why Cloud Providers Are Building Custom AI Chips in 2026 Page: https://stenobird.com/podcast/cloud-computing-with-fexingo-aws-azure-gcp-and-modern-infrastructure-conversations-7871918/why-cloud-providers-are-building-custom-ai-chips-in-2026 Text version: https://stenobird.com/podcast/cloud-computing-with-fexingo-aws-azure-gcp-and-modern-infrastructure-conversations-7871918/why-cloud-providers-are-building-custom-ai-chips-in-2026.md Podcast: [Cloud Computing with Fexingo: AWS, Azure, GCP, and Modern Infrastructure Conversations](https://stenobird.com/podcast/cloud-computing-with-fexingo-aws-azure-gcp-and-modern-infrastructure-conversations-7871918) Published: 2026-06-17T20:01:54+00:00 Episode link: https://audio.fexingo.com/business/cloud-computing/episode-0057.mp3 Audio file: https://audio.fexingo.com/business/cloud-computing/episode-0057.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/cloud-computing-with-fexingo-aws-azure-gcp-and-modern-infrastructure-conversations-7871918/episodes/why-cloud-providers-are-building-custom-ai-chips-in-2026 Duration seconds: 489 ## Resource In this episode, Lucas and Luna explore the strategic shift by major cloud providers—AWS, Microsoft Azure, and Google Cloud—to design their own AI chips, moving away from reliance on NVIDIA GPUs. They discuss AWS's Trainium and Inferentia, Microsoft's Maia 100, and Google's TPU v5, examining the cost, performance, and supply chain implications for enterprises. The hosts highlight how custom chips reduce costs by up to 50% for certain workloads and why this trend could reshape the cloud AI market. A key example: how a mid-sized healthcare software company cut inference costs by 40% switching from A100s to Trainium. The episode concludes by questioning whether this vertical integration will lead to stronger provider lock-in or more choice for customers. #AWS #Azure #GoogleCloud #AIChips #Trainium #Inferentia #Maia100 #TPUv5 #NVIDIA #CustomSilicon #CloudComputing #MachineLearning #Inference #Training #Technology #FexingoBusiness #BusinessPodcast #CloudInfrastructure Keep every episode free: buymeacoffee.com/fexingo ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/cloud-computing-with-fexingo-aws-azure-gcp-and-modern-infrastructure-conversations-7871918/episodes/why-cloud-providers-are-building-custom-ai-chips-in-2026/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/cloud-computing-with-fexingo-aws-azure-gcp-and-modern-infrastructure-conversations-7871918/why-cloud-providers-are-building-custom-ai-chips-in-2026.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.