M&L TechnologyIntelligence in motion

Case study · Flour / food packaging

Sack-count errors down 87% at a Thrace flour producer

Thrace-region flour producer (name under NDA)

NetSAYIM sack counting at a Thrace flour plant: photocell drift removed, shift variance cut 87%, automatic ERP feed.

End-of-shift count variance

−87%

vs photocell (6-week average)

Manual correction time

≈0 min/shift

Was 25–40 min

ERP feed lag

< 2 min

Automatic at shift close

Lines covered

1 live → 2nd planned

Same central server

Challenge

Post-fill photocell counting drifted 120–180 bags/day when bags overlapped or belt speed changed. Manual corrections and shipping mismatches added ops load.

Solution

Existing IP camera framing was optimized with extra lighting. NetSAYIM trained on sack classes with object tracking for overlaps. Counts flowed into Logo ERP by shift and SKU.

Results

Validated across a 4-week pilot and 6 weeks live. Manual recounts stopped; shipping docs and production reports shared one source of truth.

Timeline · Survey 3 days · data capture 10 days · go-live in 4 weeks

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