Claude Code queues fifteen researched Freckle emails

Andy Toizer, Freckle’s head of growth, uses Claude Code to build an outbound campaign for education and construction software companies. He narrows broad database labels to actual institutional education suppliers and software serving construction businesses, then combines Apollo title searches, AI Ark identity matching and web fallbacks.

The run produces 433 shortlisted prospects and finds 396 emails. Before scaling enrichment, he tests varied contacts, verifies that cached reruns do not spend fresh credits and proves the fallback provider is actually called. These checks make restarts inspectable rather than silently repeating paid lookups.

Writing still needs substantial direction. Toizer rejects stale research, wrong personas and unnatural hooks, and removes marketing and RevOps from the first campaign. Fifteen sales-leader and SDR-manager messages become Gmail drafts. Slack reminders tell him when to review and send, with workday follow-up reminders for LinkedIn.

He remains responsible for sending. Four rate-limit interruptions stretch the initial project across a week, so the result is not an uninterrupted autonomous campaign. The account proves a prepared contact queue and reports subsequent delivery, without publishing campaign conversion metrics. Its useful detail is testing resumability before enrichment and treating human copy feedback as part of execution rather than assuming accurate research automatically produces appropriate outreach.

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Source: Blog · Andy Toizer