8 Hours to 45 Minutes: The Zero-Cost System

Adarsh Shaji

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8 Hours to 45 Minutes: The Zero-Cost System
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How I took teacher observation paperwork from 8 hours a week to 45 minutes — and end-of-term reports from 3 days to 5 minutes per child.

This is the complete system, built from 5 years of running two schools with 35 teachers.

What's inside:

→ Step 1: Build your DPDP-safe child code system (with a printable template)

→ Step 2: The voice prompt teachers use in 20 seconds at the classroom door

→ Step 3: Full AI setup — which tool, the exact instruction, how to review in 60 seconds

→ Step 4: The report template that writes itself from your observations

Also includes: Week 1 quick-start checklist, troubleshooting guide, and before/after observation examples.

Zero new software. Zero cost to run. One afternoon to set up.

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