James Kerr CEO of CURN · London
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The Wayfinder Notes ↗Publication on Substack CURN ↗AI adoption platform & advisory

51.51°N 0.13°W · London · --:-- Currents change. © 2026 James Kerr

Guides

Practical AI adoption guides.

Source-backed methods for proving what changed in the work, what repeated and what stayed inside the control boundary.

Published guides

Use the evidence, not the activity.

Jul 2026

AI Demonstration Gap Audit

Run a private AI adoption audit across task value, user surplus and operating evidence. Diagnose five workflows and download the results.

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Jul 2026

How to measure AI adoption in investment and advisory teams

Measure AI adoption in investment and advisory teams through repeat use, workflow outcomes, quality, control and a named-customer case-study template.

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