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SECTOR 02 // COACHING & VOCATIONAL

Process hundred-student batch switches at reception desks with zero per-student cloud fees.

Test-prep centers and vocational academies cycle dozens of cohorts through shared rooms every day. AIMS runs local kiosk check-ins on ordinary tablets without taxing margins as headcount scales.

BATCH QUEUE · 99.1% CONFIDENCE CLEARED / KIOSK

Operational Bottlenecks Solved

CASE 01

Per-seat SaaS subscriptions punish growing institutes each admissions season.

Starter covers 500 enrollees and 5 rooms for one upfront appliance payment ($1,000), eliminating surprise seat invoices.

CASE 02

Peak hallway bottlenecks form during 15-minute hourly batch rotations.

Tiny Face Detector SIMD inference verifies incoming cohorts on arrival tablets without uploading frames to distant servers.

CASE 03

Walk-in trial students and late admissions sit outside fixed yearly terms.

Operators enroll new faces at the front desk in seconds via /kiosk/enroll and assign them straight to evening or weekend cohorts.

ON-PREMISE WORKFLOW

Four appliance modules running on institutes Wi-Fi.

Starter Envelope Up to 500 trainees, 5 concurrent rooms
AI Model Profiles Tiny Face Detector (Speed) / SSD MobileNet (Precision)
Incremental Learning EMA alpha=0.15 above 0.60 match confidence
Fleet Monitoring Automated 30s browser/kiosk heartbeat log
01 /kiosk

Tablet Door Kiosk Check-In

Run any laptop or rugged tablet at reception over center Wi-Fi with zero specialized biometric reader hardware.

02 /control-room

Multi-Batch Room Isolation

Assign distinct schedules to Room 1 through Room 5 so adjacent coaching cohorts never cross-credit presence.

03 /api/fleet/heartbeat

Live Kiosk Fleet Telemetry

Monitor tablet online state, active camera frame rates, and offline sync readiness from one central dashboard.

04 /reports

Parent Alerts & Batch Summaries

Track punctual vs absent trainees immediately after batch start times and export clean CSV or Excel attendance records.