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Applied AI·October 27, 2026·1 min read

Nvidia backs Indian startup helping companies run AI models with fewer GPUs

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Nvidia investing in an Indian startup that cuts GPU requirements is a tell — the bottleneck is now total useful compute, not just raw chip count. For AI teams, optimization layers that squeeze more out of existing hardware are becoming strategic, and may be as important a vendor decision as which model you pick.

Applied AI

Anthropic's S-1 shows an 85% gross margin in H1 from running its models, a reality check for skeptics who said pay-as-you-go model sales wouldn't be profitable

An 85% gross margin on model usage per [The Information](https://www.theinformation.com/articles/anthropics-85-margin-reality-check-skeptics) says the core API business can throw off software-like economics even under pay-as-you-go. Expect sustained price competition at the model layer and more pressure on downstream vendors to justify their take on top.