On performance, AI,
and the future of work.

Long-form thinking on continuous calibration, AI in the people function, just-in-time progression, ELTV, and the craft of great management.

Framework · 7 min read · April 2026

What is continuous calibration?

The original framework for replacing annual performance reviews with ongoing, just-in-time conversations tied to real work moments instead of calendar cycles.
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Measurement · 5 min read · April 2026

Performance measurement, in real time

Why performance data only earns trust when it's timely, transparent, and tied to the moments that matter — and how real-time calibration makes measurement usable again.
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More essays coming soon — on ELTV, just-in-time progression, and the long arc of the annual review.

Great management, continuously

Stop managing performance
in portals no one opens.

Aspen turns the feedback, recognition, and coaching already happening in Slack into 1:1 prep, draft reviews, and insights managers actually use.