Problem
Finding names was only the first step.
The harder work was checking relevance, verifying information and deciding which prospects deserved a closer look. A larger list was useful only if there was a reliable process for evaluating it.
AI Agents · Research · Automation · GTM
Turning scattered information into researched prospects and review-ready outreach.
My roleResearch Design · AI Agents · Workflow Design · Prospect Qualification · Automation

Finding names was only the first step.
The harder work was checking relevance, verifying information and deciding which prospects deserved a closer look. A larger list was useful only if there was a reliable process for evaluating it.
I built an internal workflow for prospect discovery, research, qualification and draft preparation.
AI supports the research while I retain final approval before outreach.
The research drew on a dataset containing 6,000+ creator labels across approximately 10,000 GPT records.
I separated stronger matches from uncertain information and built a control center for prospects, drafts, approvals and activity history. Outreach remained subject to human review.