Agency AI Ops Layer

Context

Client type: Agency group.

The product needed a reliable digital foundation that balances interface quality, logic and operational ease.

Approach

Designed the architecture, interfaces and release workflow.

Stack: Python, OpenAI API, n8n, Telegram, PostgreSQL.

Special attention was given to admin scenarios, access policies and day-to-day maintainability.

Outcome

Built a workflow layer for briefs, estimates, response drafts and internal approval chains.

The result is a product foundation that is easier to scale, present and operate in production.