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Insights on AI efficiency. For people who use AI at work.

No hype. No “AI will change everything.” Real analysis of what's working, what's wasting money, and what the evidence says.

TOKEN EFFICIENCY2026-04-30 · 6 min read

Token Efficiency: The Metric Your Company Isn't Tracking (And Should Be)

Companies measure AI by seats licensed and API calls made. Neither metric tells you whether your AI investment is working. Token efficiency - output quality per token spent - is the metric that actually predicts ROI.

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TOKEN EFFICIENCY

Token Efficiency: The Metric Your Company Isn't Tracking (And Should Be)

Companies measure AI by seats licensed and API calls made. Neither metric tells you whether your AI investment is working. Token efficiency - output quality per token spent - is the metric that actually predicts ROI.

2026-04-30 · 6 min→
EU AI ACT

EU AI Act Article 4: What Your Company Needs to Do Now

Enforcement begins August 3, 2026. Most companies interpret the scope too narrowly and the documentation requirements too loosely. Here's what Article 4 actually requires.

2026-04-30 · 7 min→

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