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73% of B2B buyers now actively avoid vendors who send irrelevant outreach. Spammy prospecting isn't a wasted send, it's a permanent mark against your brand before the buyer ever starts evaluating.
Read more →Vendor benchmark reports put cold email reply rates anywhere from 0.45% to 3.43%. The gap isn't the market changing, it's what each report counts as the denominator. Here's how to read the numbers correctly.
Read more →Despite the hype cycle, the most rigorous SDR benchmark survey available shows AI SDR adoption at just 1% of respondents. Here's what the real numbers say about SDR economics and channel ROI heading into 2026.
Read more →Hybrid wins. Across every head-to-head test we could verify, AI-drafted and human-edited email beats both pure AI and pure human — and pure AI carries roughly double the spam-flag rate.
Read more →In blinded tests, barely better than chance. But prospects do not need to prove a machine wrote it — only to find it generic enough to ignore. Write for a bullshit detector, not an AI one.
Read more →No mailbox provider publicly penalizes an email for being AI-written. What Gmail, Outlook, Yahoo and Apple do measure is authentication, complaints, reputation and deceptive formatting.
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