Research notes
Practical guidance on ICP design, company identity, contact verification, data provenance, enrichment controls, and human-reviewed outreach.
Method note
Six years of tracking our outbound tooling budget taught me one expensive lesson: most sales intelligence features are built for human eyeballs, not agent pipelines. Here's where the TCO actually hides — and what to ask before you buy.
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A hands-on look at why B2B outbound reply rates keep dropping in 2025, what cold email reply rate benchmarks actually mean, and why company enrichment and account research — not better subject lines — are the real fix. Includes notes on okki-go vs Smartlead, when a Sales Navigator scraper makes sense, and what fragmented sales intelligence actually costs per SDR.
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Define, diagnose, and improve B2B data quality through decision impact, identity, freshness, qualification, deliverability, workflow, and metrics.
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Learn how to write a cold-email subject line that states a truthful reason to read, matches the body, and supports useful testing without chasing empty ope
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Define quality through source, freshness, qualification state, ownership, reproducibility, and the precision-versus-coverage tradeoff.
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Disclose the research purpose, minimize burden, explain data use, and give recipients an easy choice.
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A procurement-minded FAQ on Okki Go setup, data enrichment sales automation, and how API company data fits into an agent-native prospecting workflow.
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An opinionated RevOps checklist from someone who burned $52k on integrations: field mapping, trigger routing, enrichment, verification, and total cost per qualified conversation.
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A non-sales buyer's account of evaluating sales engagement platforms in 2024—covering cold email tool features, sales intelligence features, hidden pricing traps, and where okki-go fit into the picture.
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A procurement manager's 2025 audit of an outbound stack—what okki-go account research actually changed, why sales signals aren't magic, and when a B2B sales team should use a cold email platform.
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