Research notes
A procurement manager's breakdown of why standalone email verification tools cost more than their subscription price—and what changes when verification is embedded directly into an agent-native prospecting workflow.
2026-09-21 · Zainab RahimiRead the noteData enrichment isn't a universal yes or no. Here's how to figure out which scenario your B2B sales team falls into — small volume, scaling outbound, or full multichannel automation — and what actually makes sense at each stage.
Choose a course by the behavior you need to practice, the feedback you receive, and the work you can bring back to your team.
Learn how to find buyers online by separating visible companies from viable buying paths, verifying roles, and testing a narrow route before outreach.
A procurement-side decision framework for choosing between okki go and Hunter, evaluating API company data for RevOps, and figuring out what permissions an AI prospecting tool actually needs — organized by scenario instead of by vendor pitch.
Build social lead generation by interpreting public participation conservatively, verifying fit, requesting a permissioned next step, and measuring qualifi
Connect audience rules, sources, qualification, ownership, action, disposition, suppression, and correction into one reviewable chain.
A practical breakdown for RevOps leaders evaluating cold outreach tools. Covers buying intent signals, Sales Navigator export quality, and how we use okkigo to build AI SDR workflows — including the data-prioritization mistake we made in Q1 2025.
A pitfall-documented breakdown of how AI personalization actually fits into an agent-native prospecting workflow — including the $28K in wasted pipeline, the dead proxy data, and the config rebuild that finally worked.
Build a demand lead-generation system that distinguishes demand creation, capture, qualification, tools, and metrics without crediting a form for every out