I built an n8n prototype to collect engagement signals, avoid repeated outreach, and send uncertain cases to human review.
Model the X activity to collect and identify the account that would handle it.
Check prior events, outreach, opt-outs, and ownership in a persistent ledger.
Test the routing on synthetic data before connecting collection or sending.
Repeated events, changing handles, and different sender accounts could lead to duplicate or unsuitable outreach.
I ran synthetic scenarios for repeats, retries, changed handles, and blocked contacts. No live outreach was sent.
A tested prototype with duplicate checks and human review before outreach.
A tested prototype and implementation plan. Live collection, account connections, and sending remained separate next steps.
LET’S WORK ON YOUR GTM
Tell me about your target accounts, current stack, and the step between research and outreach that needs attention.