Custom AI Agent for a Global Transport Company

A custom AI logistics agent was designed and implemented to automate document processing, shipment coordination, multilingual communication, and risk analytics with full integration into the existing TMS.

 
 

Client

NDA

Industry

logistics

Duration

1 year

Services

custom software development

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About the client

Our client is a mid-size international logistics and freight-management company headquartered in Europe, operating transport routes across the EU, Central Asia, and the Middle East.
The company manages multimodal transportation, handles thousands of cargo documents monthly, and provides end-to-end logistics coordination for manufacturers and trading companies.

Client’s problem

The client approached CompleteSoft with a clear concern: despite having strong operational expertise, they were overwhelmed by the rapidly increasing volume of logistics data, documentation, and manual communication between departments and transport partners.

Their business faced several constraints:

  • High load of manual document processing (invoices, CMR, B/L, customs docs)
  • Frequent errors due to repetitive manual tasks
  • Slow communication between operators, drivers, and transport corridors
  • Lack of real-time visibility into cargo status
  • An inability to scale operations without hiring additional staff

The company wanted to reduce operational costs, speed up document workflows, and automate routine logistics planning.

Key challenges

The main challenge was designing an AI system that could:

  • Understand logistics terminology and domain-specific processes
  • Recognize, extract, and validate data from different document formats
  • Support multiple languages (EN, RU, PL, TR)
  • Integrate into the client’s existing TMS (Transport Management System)
  • Work 24/7 and handle thousands of operations without human intervention
  • Ensure data security and compliance with international transport regulations

Stack

Our solution

CompleteSoft developed a custom AI Logistics Agent—an intelligent automation layer that supports operators, reduces manual work, and accelerates shipment workflows.

The AI agent performs:

  • Automated document processing (OCR + validation)
  • Shipment coordination support
  • Predictive risk assessment (delays, missing documents, incorrect routing)
  • Real-time Q&A for operators
  • Automatic generation of shipping documents based on templates
  • Multilingual communication with drivers and clients
  • Integration into the existing TMS through secure API endpoints

This solution allows the logistics team to offload up to 70% of routine tasks to the AI agent.

Key features delivered

Automated document recognition

CMR, invoices, packing lists, customs docs

Smart validation

for extracted data and document consistency

Multilingual communication agent

for real-time operator assistance

Route & ETA prediction

using ML models

Integration with TMS

for real-time data syncing

Automatic document generation

templates, multilingual

Project results

After implementing the AI Logistics Agent, the client achieved:

70% reduction in manual document processing

35% faster cargo preparation and planning

24/7 operational support without additional staff

Faster customer response times and higher service quality

The solution now serves as a core element of their digital logistics transformation.

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