01The problem
Finding useful business signals, qualifying leads, and preparing outreach creates a fragmented, manual workflow.
From scattered business information to a coordinated sales workflow.

Finding useful business signals, qualifying leads, and preparing outreach creates a fragmented, manual workflow.
An AI sales-development system designed around 34 specialized agents, connecting lead discovery, scoring, management, and outreach through an operations console.
I built most of the core system hands-on, connecting Python-based agent workflows with data processing and the product experience.
Model the sales process as specialized responsibilities around shared business context, rather than one general-purpose prompt. The central design challenge is coordinating useful actions across that workflow.