Overview
Freight forwarders in Thailand typically process between 200 and 2,000 AWBs per day, depending on volume. Each AWB requires a data-entry operator to key in 30–50 fields: AWB number, shipper and consignee details, routing, weight, dimensions, charges, and handling codes. At 3–5 minutes per document, this consumes significant labor.
But labor is only part of the cost. Keying errors lead to customs rejections, shipment delays, and penalty charges. In Thai freight operations, a single customs rejection can cost 2,000–5,000 THB in re-processing fees and demurrage. When you multiply the error rate by the penalty, the true cost of manual entry becomes clear.
This tutorial walks through a step-by-step cost model so you can calculate the ROI of switching to automated extraction for your specific operation.
Step 1 — Calculate FTE Cost Per Document
Start with your fully loaded cost per data-entry operator: salary, benefits, office space, equipment, and supervision. In Thailand, a mid-level data-entry operator costs approximately 18,000–25,000 THB per month fully loaded. At 22 working days and 7 effective hours per day, that is roughly 117–163 THB per hour.
At an average of 4 minutes per AWB, one operator processes about 15 documents per hour, or roughly 105 per day. The cost per document is therefore 7.80–10.85 THB. For a forwarder processing 500 AWBs per day, you need approximately 5 operators, costing 90,000–125,000 THB per month in labor alone.
# Cost model — manual entry monthly_salary = 22_000 # THB, fully loaded working_days = 22 hours_per_day = 7 minutes_per_awb = 4 hourly_rate = monthly_salary / (working_days * hours_per_day) # 142.86 THB docs_per_hour = 60 / minutes_per_awb # 15 cost_per_doc = hourly_rate / docs_per_hour # 9.52 THB daily_volume = 500 operators_needed = daily_volume / (docs_per_hour * hours_per_day) # 4.76 → 5 monthly_labor = operators_needed * monthly_salary # 110,000 THB