Research notes
Practical guidance on ICP design, company identity, contact verification, data provenance, enrichment controls, and human-reviewed outreach.
Method note
International lead generation is market-hypothesis management before it is list building or outreach volume. Choose one market hypothesis at a time, locali
Continue readingMethod note
A pitfall-documenter's FAQ on okki-go, email verification, B2B contact data, and what RevOps teams should really evaluate in GTM automation — including the $9,400 mistake that taught me to read the fine print.
Continue readingMethod note
A quality manager's review checklist for B2B sales prospecting tools—covering email verification API documentation, intent data, LinkedIn integration, and head-to-head comparisons like okki-go vs Zoominfo.
Continue readingMethod note
A dated, conditional ranking of Regie.ai, AiSDR, Artisan, and 11x by approval, suppression, reply operations, auditability, and human ownership.
Continue readingMethod note
Use a sample cold email to a potential client as a decision framework: verify fit, state a bounded reason for contact, make a modest ask, and preserve revi
Continue readingMethod note
A quality/compliance lead's breakdown of why contact discovery tools like okki go rarely fix broken pipeline — and what actually does. Covers email lookup tools, sales engagement platform features, lead generation features, and when a B2B sales team should even use them.
Continue readingMethod note
A procurement manager's breakdown of how to evaluate AI SDR platforms and business email finders — depending on team size, data maturity, and whether your problem is really 'we need more contacts' or 'we need a pipeline that doesn't break.'
Continue readingMethod note
Learn how to find buyers for your business by defining the purchase situation, selecting channels, qualifying fit, and improving from real buyer outcomes.
Continue readingMethod note
Compare lead-generation sources by the intent, eligibility, context, permissions, qualification, and measurement evidence they preserve.
Continue readingMethod note
A quality reviewer's side-by-side comparison of bolt-on enrichment vs. enrichment that lives inside an agent-native prospecting workflow, with notes on where each one breaks.
Continue reading