October 11, 2026

A buyer checklist for AI visual inspection in India: trials on your own parts, how accuracy is measured, PLC integration, data, service and total cost.

Plain definitions of gap, flush, PP100, Gauge R&R and structured light, plus dock tally, GRN, POD, cycle count and physical verification terms.

Compare manual counts, aisle camera rigs, forklift cameras, drones and robots for rack audits in Indian warehouses: height, safety, people and evidence.

A neutral comparison of camera, RFID and barcode for counting cartons at the dock: tag cost, read problems, speed, evidence and fit for Indian 3PLs.

Why dispatch counts go wrong in FMCG and 3PL loading, the options to fix them, from double tally to camera counting, and what evidence wins disputes.

How fit and finish audits, CPA and PDI work on Indian car lines, what sampling misses, what 100% gap and flush data adds, and the link to PP100.

Handheld gauge, robot cell or drive-through tunnel? A neutral comparison of gap and flush systems on coverage, cycle time, data and cost.

How car panel gap and flush tolerances are set: design intent, datums, stack-up, perceived quality, sourced examples and gauge capability rules.

Gap and flush are how car panel fit is measured: seam width and surface height. Definitions, sign conventions, zones and the 3 ways plants measure it.