Most B2B outbound teams blame messaging and headcount for falling reply rates. The real leak is upstream—in email verification, CRM enrichment, and LinkedIn prospecting living in separate silos. Here's what a data quality lead sees after reviewing 40,000 contacts a quarter in 2025.
After two years and roughly $38k of 'cheap but fine' data spend — plus one very avoidable Q3 miss — I stopped optimizing for unit price. Here's why the certainty premium is actually the cheaper option in any agent-native prospecting workflow.
A neutral ranking of six AI sales agents by authority, auditability, ownership, escalation, and evidence limits.
Design pages, forms, evidence, consent, routing, and measurement around the next suitable conversation rather than maximum submissions.
A RevOps-focused evaluation checklist for cold email and AI prospecting tools — covering company research, email warmup, enrichment chains, intent data, and the actual sales skill your AI agent needs before you sign a contract.
A current guide to Gmail, Yahoo, Outlook, targeting, authentication, unsubscribe handling, measurement, and operational review.
Test a new audience or motion with explicit assumptions, limited exposure, reviewable evidence, and a decision to stop, revise, or operationalize.
A RevOps pitfall story about mistaking LinkedIn engagement for buying intent in cold outreach—what it cost, what I got wrong, and the five things I now audit before every campaign.
A practitioner's FAQ on okki go, agent-native prospecting, sales engagement platform features, and where AI personalization actually fits — written by someone who gets called in when outbound deployments go sideways.
A conditional ranking of six B2B lead-generation approaches by the quality of evidence they create, their operating burden, and when the order should chang