AI applied to operations and product
AI Productivity Layer
AI and automation modules integrated into real business flows
Summary
AI-oriented services used as part of products and operations, with a pragmatic focus on utility.
The goal was not to add AI for marketing, but to fit automation and intelligent services into flows with concrete value.
I worked on OpenAI integrations, support-service organization, and the connection of those capabilities to existing products and operations.
The solution created a reusable layer for automation and intelligent capabilities without turning the product core into an unstable experiment.
Architectural decisions
The implementation combined dedicated modules, queues, clear contracts, and isolated responsibilities to avoid fragile coupling between AI and the rest of the system.
Next step