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Applied AI·October 27, 2026·1 min read

UK Home Office May Face Investigation Over Use of OpenAI Tools

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A potential probe into the UK Home Office’s use of ChatGPT for asylum claims is a warning shot: opaque AI in high-stakes public decisions will draw regulatory heat. If you’re deploying LLMs in adjudication or eligibility workflows, document usage, accuracy controls, and human oversight now—before a watchdog asks.

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.