Hanuman Beverages Co., Ltd. / market / recognition

Pilot environment · Phnom Penh

5

Market intelligence · Computer vision

AI recognition & human validation

Submitted photos are analysed for Hanuman and competitor products. Facings, shelf share, missing products and promotion compliance are calculated, then presented to a reviewer for confirmation or correction.

Images processed

1,684

this month

Average confidence

0.91

across released classes

Reviewer corrections

47

2.8% of results

Product classes

8

5 Hanuman · 3 competitor

Reviewer screen

Example: VST-26-3388 main shelf photo

Shelf photo with AI detection boxesHNM 0.97CMP-A 0.95
Chiller photo with promotion compliance checkPoster not detected
Detected classBrandFacingsConfidenceReviewer action
Hanuman Premium Lager can (NCP)Hanuman180.97Confirmed
Hanuman Lite bottleHanuman60.91Confirmed
Hanuman Black can (NCP)Hanuman40.88Confirmed
Competitor A Lager 330mlCompetitor A210.95Confirmed
Competitor B Lager 500mlCompetitor B90.83Review
Competitor C Water 500mlCompetitor C120.79Review

Calculated measures

Shelf share 40%

Availability 4 of 5 expected SKUs

Promotion compliance 3 of 5 rules

Outlet visibility score 61/100

Missing products

  • Hanuman Black can (NCP)Missing
  • Hanuman Draft canLow facings

Dataset & model management

ClassDescriptionReference imagesAccuracyState
HNM-PREM-330CHanuman Premium Lager can (NCP)6400.97Released
HNM-LITE-330CHanuman Lite can (NCP)5120.95Released
HNM-LITE-330BHanuman Lite bottle3880.91Released
HNM-BLACK-330CHanuman Black can (NCP)2400.86Training
HNM-PREM-330OHanuman Premium Lager can (ORD)2960.88Released
CMP-A-330Competitor A Lager 330ml4800.94Released
CMP-B-500Competitor B Lager 500ml3100.83Training
CMP-C-WTRCompetitor C Water 500ml2050.79Training

Photo validation rules

Blur
Laplacian variance threshold
Darkness
Mean luminance floor
Resolution
Minimum 1600 px width
Duplicate
Perceptual hash across visits
Reuse
EXIF + GPS + time cross-check
Category
Required set per channel