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What this looks like on the ground

Real engagements, real numbers. Two examples of AI adoption done properly: the human side handled, the system actually used.

Online education · China · 2026

Building an AI-native evidence system

A six-week engagement with a small online ESL school. The teaching quality was never the problem; it was invisible to parents at the point of the enrolment conversation. So we made it visible.

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124
cards vs 100 target
~300
cards four weeks on
Training provider · South Africa

Told it couldn't be done. Done in a day.

A training provider was hand-typing every delegate certificate from a spreadsheet, one at a time. A previous consultant said it couldn't be automated. It could, and the client's data never left their own computer.

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50%
less admin time per cohort
1 day
to build and deploy

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