Research notes
Okki-Go outbound research, data coverage, and email verification accuracy explained—and how to tell whether your B2B sales team should start with an email lookup tool or a LinkedIn connection.
2026-09-04 · Julian HartwellRead the noteLearn when a cold email follow-up is warranted, how to give each message a new job, how to route replies, and when to stop or recycle.
Lead enrichment starts with an existing lead and adds or verifies company, role, contact, and contextual fields. A safe workflow resolves identity, retriev
A B2B buyer’s honest story: how okki-go’s human-in-the-loop workflow fit into an agent-native prospecting platform, and where the alternatives missed the point.
A RevOps-aligned buyer explains what to evaluate in a B2B contact data platform, including okki-go vs Clay, prospect database size, generate leads workflow, verified emails, waterfall enrichment, and intent data.
A neutral ranking of documented platforms by approvals, suppression, reply operations, auditability, and multichannel fit.
Build an export lead generation process that tests demand, landed-cost logic, route feasibility, compliance, buyer fit, and fulfillment readiness.
A practical checklist for RevOps teams evaluating sales triggers, intent data, and AI SDR platforms like relevance-ai. Covers signal definition, workflow fit, data transparency, false positives, and human oversight.
Relevance AI cons, missing features, cold email platform limits, B2B contact data concerns, and a Skill Installer checklist for RevOps teams.
Govern definitions, acceptance, routing, dispositions, exceptions, and feedback instead of supervising disconnected channel activity.