Backyard Party Signals Real AI Adoption

ryanshrout · x · 2026-07-18

Using an observation from a 'Midwestern backyard party', the author pushes back against skepticism regarding AI demand: professionals in finance, M&A, manufacturing, IT, and sales are all frequently using AI in their daily work, significantly boosting productivity.

The author emphasizes that many people are indeed using AI but are reluctant to admit it openly in the workplace, causing surveys, seat counts, and enterprise deployment data to underestimate the true adoption rate. The post also notes that even non-technical individuals are starting to care whether AI compute runs locally or in the cloud, indicating discussions have reached a more mature stage.

The author concludes that market signals don't necessarily come from labs or earnings calls; implicit adoption in everyday work scenarios is crucial evidence in itself.

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