Notes from
the work.

Most ABM programs fail quietly — not because they don't run, but because they're built on incomplete account structures. What fixing it actually requires.

High effort, low conversion. The pattern usually isn't an outreach problem. It's a data integrity problem — and adding more data makes it worse.

Outbound that works in pockets but not consistently is almost never a messaging issue. It's a targeting issue that never got resolved before execution started.

Entering a new market without qualifying it first means building ICP on assumptions. What qualification actually means — and what changes when you do it properly.

Scaling outbound doesn't fix targeting — it amplifies it. If the segmentation is wrong, volume makes it worse.

Sending volume isn't the bottleneck. Infrastructure is. What needs to be in place before you scale cold email to large volumes.

LinkedIn automation can compress weeks of prospecting into hours — or get your account restricted in 48. The difference is knowing exactly where the line is.

The sequence that determines whether a cold email campaign works is decided before you write the first line of copy. ICP, infrastructure, warmup, and what to measure first.