Watch power availability, memory supply, and networking capacity, not only headline GPU counts. Lead times, co-location constraints, and thermal limits can bottleneck scaling. Track procurement language in earnings calls and supplier mix changes. Share which capacity indicators best predicted delivery delays or opened surprising windows for discounted compute.
Cycles turn when book-to-bill stabilizes, channel inventory normalizes, and utilization hits sustainable floors. Segment by end market: auto, industrial, and consumer recover differently. Look for pricing discipline returning before volumes. Comment if you want annotated examples of prior reversals and the precise metrics that offered the earliest confirmation.
Usage-based models reward efficiency, but consolidation reduces sprawl. Watch AI add-on attach rates, workload displacement, and seat rationalization. Productivity gains need clean baselines and credible counterfactuals. Tell us how you quantify time saved, error reduction, or revenue lift, and we can share benchmark frameworks others successfully adopted.
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