Category: Systems

Do AI SDRs work? They book 6.4x more meetings but AE win rates drop 9-12 points. The leak isn’t the AI — it’s the handoff to the AE nobody redesigned.

Signal-based selling vs lead scoring: why 47% better conversion stalls when the signal reaches the AE as a score with no prescribed next action at handoff.

AI doesn’t fix broken RevOps — it scales it. LeanData’s 2026 report says AI won’t fix bad data or unclear ownership. Garbage in, garbage out, 6.4x faster.

HubSpot Breeze AI has 100+ features. The useful ones sit at handoff boundaries — predictive scoring, conversation intelligence, routing. Skip the rest.

Deal stage hygiene is what makes a forecast trustworthy. Here are the rules, the warning signs of a dirty pipeline, and how to clean one without a witch hunt.

The outbound deliverability crisis: AI SDR volume collapses domain reputation, capping 47% of deployments in 90 days — an unowned handoff upstream of the buyer.

GTM stack consolidation saves cost, but unmapped handoffs between collapsed tools don’t fix pipeline leaks — they migrate the leak into fewer, hidden seams.

Most sales and marketing alignment advice is vague. Here’s the concrete version — the shared definitions, SLAs, and closed-loop reporting that actually align two teams.

A step-by-step lead handoff template for B2B SaaS — the fields, timing, and ownership rules that stop leads dying between marketing and sales. Copy and adapt it.