The tools are real. The failure is almost always that nobody decided what the output was for before turning it on.
Not writing more emails. Knowing which of your open deals moved this week, and why, before the rep opens a laptop.
Research and enrichment, conversation summarisation, and prioritising open pipeline. Those three have clear payback. Content generation helps with speed rather than with outcomes.
Generated outreach converged, so reply rates fell for everyone doing the same thing. What still works is specificity, which comes from data rather than from generation.
At mid market the reputational risk is real and the results are uneven. Fix signal latency and list quality first; most of the promised gain is there.
One record per company, source that survives conversion, and stages that mean the same thing to everyone. Without those, models produce polished answers built on bad inputs.
All of it free.
Leave an email and I will reply myself, usually the same day. No sequence, no newsletter, and no calendar link unless you ask for one.
Would rather just book time? Here is the calendar.
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