---
title: "AI-enabled logistics operations"
description: "An AI layer over logistics operations that recovered missed leads and increased qualified opportunities at scale."
canonical: https://ejbogantes.me/projects/ai-logistics-operations
language: en
updated: 2026-11-05
---

# AI-enabled logistics operations

Logistics operations. Heredia, Costa Rica. Client described anonymously under NDA.

An AI layer over logistics operations that recovered missed leads and increased qualified opportunities at scale.

## Challenge

Missed leads and operational workload limited the volume of qualified opportunities the team could pursue.

## Role

Architecture, team leadership, delivery oversight, and hands-on implementation.

## Architecture

- Odoo
- Dify
- Langfuse
- PostgreSQL
- Google services
- WhatsApp

## Scale

- 15 internal users
- ~30,000–35,000 external users

## Outcomes

- Sales increased approximately 15%

## Lesson

An AI layer only compounds when it sits inside the real operational workflow. Recovered leads become revenue when the process, not just the model, is in place.