Research notes
Field notes for operators evaluating agent-native discovery, enrichment, verification, deliverability, and human review.
After six AI prospecting agent evaluations and eight weeks of testing, here's what actually predicts success for RevOps teams: workflow fit, intent signals, and human oversight.
A practical Persana AI review from an office administrator's perspective—why intent data quality, data enrichment, and agent-native workflows matter more than AI sales automation buzz.
How website visitor identification often fails, what website intent data actually tells you, and when AI outbound—and Persana AI—is worth the budget.
How does CRM enrichment fit into an agent-native prospecting workflow? A quality compliance manager shares an honest Persana AI review after 90 days of testing AI digital workers, the AI email writer feature, and sales email automation at scale.