Assess AI for inspection and inbound/outbound document workflows
For plants that already have CCTV installed, still rely mainly on visual inspection, and still key inbound and outbound documents by hand.
Four things that inflate cost with nobody seeing the number
Defects surface at the end of the line, too late to fix
Visual inspection at the end of the line means you learn about a problem after a whole batch is made, with no footage to trace the cause.
Buddy punching, and overtime that does not match real work
Card or PIN attendance can be used on someone else's behalf, and when a payroll dispute arises there is nothing to verify it against.
Every inbound and outbound document is still keyed by hand
Delivery notes, tax invoices, and goods-receipt documents are re-keyed into the system, creating a bottleneck and typos that surface during audit.
Production reports lag reality by days
By the time the numbers are consolidated it is too late to act, and each shift reports a different figure.
Fixed one at a time, starting with the fastest payback
Real-time mid-line defect detection
Assess CCTV compatibility and site conditions to design event screening and evidence for later team review.
Add evidence to attendance review
Image evidence, event history, consent, access, and retention controls can be designed for review by the organization's DPO or responsible team before use.
Read inbound and outbound documents automatically
Assess real delivery notes, tax invoices, and goods-receipt samples, including printed or handwritten documents, with review before posting.
An automotive parts manufacturer in Rayong
The plant inspected defects visually at the end of the line, so problems surfaced only after a full batch was produced, and every inbound material document was still keyed in by hand.
The shape of the engagement: move the inspection point from the end of the line to the middle, so defects appear while they can still be corrected, and connect AI-OCR to inbound documents to stop the re-keying. The real gain comes from comparing that plant own defect rate and keying time, before and after.
If your plant matches these, it is worth a conversation
- Enough inbound and outbound documents to keep someone keying
- CCTV already installed in the production area
- Defect inspection is still mainly visual
- A quality or IT owner who can take part in the project
We will say so plainly if it is not worth starting
- No defect data is recorded at all yet, so before/after cannot be measured
- The production line is being fully replaced within the year
- You want a system that decides entirely on its own with no human review
Send 10 real inbound/outbound documents and see how accurately they read
The team will confirm scope, timing, fees, and data handling before the assessment begins.
