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Applied AI·April 19, 2026·1 min read

'It’s a bit surprising': Why the majority of businesses are still sending marketing emails without tracking ROI

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If you're still blasting email without ROI tracking while only using AI for copy, you're not doing marketing, you're burning margin. Treat email as a performance channel this quarter or cut the spend and reallocate to surfaces where you can actually close the loop.

Applied AI

Sources say NSA is using Mythos Preview, and a source says it is also being used widely within the DoD, despite Anthropic's designation as a supply chain risk (Axios)

When the NSA and DoD keep using a tool after it's tagged as a supply chain risk, the real signal is that operational demand for frontier models is outrunning policy and vendor-risk frameworks. If you sell into defense or critical infra, assume your buyers will quietly route around formal bans for capability they consider mission-critical — your job is to design for that gray zone, not pretend it doesn't exist.