Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos AI team.
AI Usage in Performance Reviews: Why the Token Counter Broke as a Metric
A large employer put AI usage into its review guidance for 10 months, then took it out. The token counter was an input metric doing an outcome metric's job.
The AI Proof Gap
78 percent of executives could not pass an independent AI governance audit in 90 days. The problem is not policy. It is numbers no one can stand behind.
The AI ROI Gap: What Uber's CTO Couldn't Answer
Uber exhausted its full-year 2026 AI budget by April. The cause was not infrastructure or a vendor contract. It was internal adoption no one had modeled. Here is why every enterprise will face the same gap, and what an AI Impact intelligence layer actually has to measure.
