AI for Sourcers

Coverage, curiosity, and verification — how sourcers use AI without washing out precision.

Audience

Researchers and sourcers building longlists and sequences.

Common challenges

• Ambiguous titles and shifting skill taxonomies.
• Keeping outreach credible at scale.

Playbook

• Combine **Boolean / filters** with semantic exploration deliberately.
• Build **sequence shells** AI drafts — humans inject proof points.
• Track **reply quality**, not only volume.

Signals to measure

• Qualified conversations per 100 touches
• Conversion to screen
• Research hours per hire