Field notes
Technical guides for briefs, evidence, enrichment, deliverability, human review, and responsible workflow automation.
Most AI sales tools treat email verification as a binary check. After four years of auditing AI SDR output, here's why 'verified' lists still bounce—and the quality checklist that separates tools protecting your sender reputation from those that burn it.
2026-08-28 · Julian HartwellRead articleRevOps teams keep buying bigger databases when the real problem is verification, freshness, and enrichment. Here's what to evaluate instead in a B2B contact data platform.
Continue readingLearn how to find a buyer's agent for a property purchase by clarifying representation, checking credentials and conflicts, and separating real estate from
Continue readingCompare four B2B sales prospecting approaches by fit control, reviewability, learning value, and activation risk, with winners by use case.
Continue readingA RevOps lead's emergency evaluation of Artisan AI and its sales automation competitors: TAM, B2B buyer intent data, and the real total cost of an agent-native prospecting workflow.
Continue readingA revenue operations lead's story about comparing an email finder plus AI email writer stack with Artisan-ai SDR, and why total cost of ownership matters more than the sticker price for AI personalization.
Continue readingDiscover the top 5 lead generation program models, ranked by best-fit, operating burden, and evidence produced, ensuring a unified qualification language f
Continue readingB2B market segmentation divides organizations into groups that warrant different product, message, channel, service, or resource decisions. Start with the
Continue readingA procurement-focused look at why contact data quality matters more than G2 ratings when evaluating an AI SDR. What to check before choosing Artisan AI for lead generation.
Continue readingWhat is data enrichment in sales automation, and when should a B2B sales team use it? A practical 6-step checklist for using enrichment without wasting budget—from a quality reviewer who audits outreach campaigns for a living.
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