
AI SDRs vs Human SDRs: An Honest Reality Check
AI has taken over a specific and substantial part of the SDR job and barely touched the rest. Here is where the AI SDR…
Field notes from building outbound systems for B2B teams — infrastructure, research, and the numbers behind both.

AI has taken over a specific and substantial part of the SDR job and barely touched the rest. Here is where the AI SDR…

Account intelligence vs intent data: what's the difference and when to use each?

Technographic data: what it is, how to use it, and why it matters for ICP targeting.

AI sales platforms: what they actually do and how to choose the right one.

Too many AI tools? Here is how to audit and simplify your GTM stack.

HG Insights for technographic data: worth it or overpriced? Here is the review.

Clay + Octave: AI automation that scales outbound without replacing SDRs. Here is how it works.

Real results: $1.2M pipeline, 31 SQLs, 90 days. Here is the case study of how signal-led AI outbound actually works.

LinkedIn outbound is getting stronger than cold email. Here is how to run multi-channel LinkedIn outreach.

Want to send more cold emails without burning your domains? Here is the framework for safe scaling.