Field notes
Practical notes on targeting, multichannel sequence design, human review, deliverability, account protection, and responsible measurement.
A RevOps lead explains what went wrong after automating a cold email sequence with no human review, and why okkigo's human review workflow changed the process.
Read the method noteRevenue Operations teams comparing okki go vs clay should evaluate more than price per record. Here's a total cost of ownership framework based on three common scenarios.
Read the method noteBuild prospect lists that preserve fit rationale, source provenance, freshness, qualification context, and correction paths.
Read the method noteLearn what AI prospecting is, where it fits in the workflow, which actions need human review, and how to run a controlled pilot.
Read the method noteHow to evaluate expandi's LinkedIn automation features and 2026 pricing, why data enrichment matters for RevOps, and when a free trial is actually worth starting.
Read the method noteA practical buyer-side guide to Expandi LinkedIn automation: campaign builder features, pricing notes, email verification API docs, AI email writer, and when LinkedIn connections make sense.
Read the method noteBuild an export lead generation process that tests demand, landed-cost logic, route feasibility, compliance, buyer fit, and fulfillment readiness.
Read the method noteRun CRM data hygiene in 2026 through field governance, event controls, provenance, duplicate review, qualification, monitoring, and recovery.
Read the method noteLearn where automated sales prospecting should stop, which actions need approval, and how to separate reversible preparation from commitments.
Read the method noteConnect lead qualification to calling through documented scope, suppression, disclosures, dispositions, and local legal review.
Read the method note