---
title: "Internal AI operations at Pangea Holdings"
description: "Internal AI operations that reduced manual workload and lifted sales across the organization."
canonical: https://ejbogantes.me/projects/pangea-internal-ai-operations
language: en
updated: 2026-11-05
---

# Internal AI operations at Pangea Holdings

Technology holdings. Heredia, Costa Rica.

Internal AI operations that reduced manual workload and lifted sales across the organization.

## Challenge

Internal operations carried manual workload that constrained responsiveness and commercial output.

## Role

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

## Architecture

- Jira
- Dify
- Langfuse
- PostgreSQL
- Google services
- WhatsApp

## Scale

- 5 internal users
- ~2,000–2,500 external audience

## Outcomes

- Sales increased approximately 10%

## Lesson

Internal AI operations earn trust by proving value on real work first. Measured gains make the next investment an easy decision.