The challenge
The project focused on a customer-support chatbot. Specialized agents collaborated throughout the support workflow, organizing context and execution without concentrating all logic in a single agent.
CONSULTING CASE · AGILIZE · 2025
Customer-support chatbot with AI agents.
A chatbot developed for Agilize using AI agents and the Agno framework, supporting different stages of customer service throughout 2025.
RoleAI Engineering Consultant
Period2025
FrameworkAgno
DomainCustomer Support
Multi-agent architecture
The solution used the Agno framework to structure responsibilities and coordinate agent participation across different process stages. The priority was a clear, modular workflow prepared to evolve.
From design to implementation
Throughout 2025, I defined and implemented the chatbot and its agent architecture for Agilize, connecting customer-support needs with Agno's orchestration capabilities.
Engineering beyond the prompt
The work reinforced that agentic systems require explicit design of responsibilities, context, tools, failure states and control points — not only good prompts.
This is a summarized public view of the consulting engagement. Operational details, data and internal integrations are not disclosed.