Research notes
Practical guidance on ICP design, company identity, contact verification, data provenance, enrichment controls, and human-reviewed outreach.
Method note
A procurement manager's take on why narrow permission scopes, honest developer integrations, and clear handoff points matter more than feature checklists when buying AI SDR and lead gen tools.
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B2B market segmentation divides organizations into groups that warrant different product, message, channel, service, or resource decisions. Start with the
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International lead generation is market-hypothesis management before it is list building or outreach volume. Choose one market hypothesis at a time, locali
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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.
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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.
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A dated, conditional ranking of Regie.ai, AiSDR, Artisan, and 11x by approval, suppression, reply operations, auditability, and human ownership.
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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
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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.
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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.'
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Learn how to find buyers for your business by defining the purchase situation, selecting channels, qualifying fit, and improving from real buyer outcomes.
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