What works in B2B outbound, straight from live accounts. No recycled best practices.
A high reply rate can hide a dead campaign. One account posted its best-ever raw reply rate and, once the replies were actually read, its lowest real interest, at the same time. The fix is not speed, it is classifying replies before trusting the number.
People scroll on LinkedIn. A 130-word DM ran for days with zero conversions, the proven winners sit at about 70 words. The cap is not a style preference, it is a conversion rule.
Before you blame the message, check the infrastructure, inbox placement, domain health, rendering. Three separate campaigns this year looked like copy problems and were not.
Generic openers do not fail because they are rude. They fail because they are invisible, the reader has seen the exact same sentence a hundred times and their eyes skip it before the real message even starts.
Cold email isn't the right channel for every business. Before you hire anyone, run yours through the same four questions I use to qualify every prospect.
Every agency claims "AI-powered" now. Here's a five-minute test, borrowed from a real framework, that shows whether you're paying for judgment or for a tool you'll be running yourself in two years.
Most "signal-based" outbound tools sit at the same maturity phase, whatever the pitch claims. A 3-stage test, borrowed from a real framework, shows which phase yours is actually running in.
GitHub Copilot's bigger platform still lost usage share in 2026, public pricing and all. Here's why MDR just tells you the number.
A jump from 15 connection requests a day to 50 is what gets a LinkedIn profile restricted, not filtered as spam, and it's the first thing worth checking before any agency touches your account.
Most cold email pitches a department because it's easier to research than a person's actual problem. Here's a three-step test, borrowed from a real framework, that shows whether an agency's copy (mine included) is actually built for the person who inherits the mess.
A pipeline review that runs on 'this one feels good' isn't a forecast. It's a mood. Here's the 5-question test MDR runs on every live opportunity, every Friday, before anyone gets to say 'hot.'