Blog — page 13
Notes on
agentic GTM.
Short arguments about how revenue work is changing — and what it takes to run agents responsibly once it has.
Posts, page 13
Renewal forecasting needs its own model: a practical revenue guide
A renewal has an installed relationship, contract clock and usage history. Its forecast should reflect that evidence.
ReadBuying-stage progression vs. pipeline attribution: what marketing can actually prove
Stage movement can guide action. It does not identify a person or prove that a campaign caused pipeline.
ReadAI lead qualification agent vs. chatbot: where the workflow changes
A chatbot manages a conversation. A qualification agent operates an evidence-backed decision and handoff workflow.
ReadHow to turn a campaign brief into content your team can review
The useful output is not a pile of drafts. It is a content package whose audience, purpose, associations and review decisions are visible.
ReadHow to turn a spoken deal update into reviewable CRM work
The goal is not transcription. It is to preserve context, clarify ambiguity and prepare specific work a person can approve.
ReadHow to test lead routing before a flow goes live
The time to find an unclear handoff is before the first real lead enters it—not after sales asks where the record went.
ReadHow to verify the evidence behind an AI analyst answer
A plausible number can still answer a different question from the one your team meant to ask.
ReadHow to find the missing buyer in a deal review
A deal can have several contacts and still be single-threaded where the decision actually happens.
ReadHow to prepare for an account meeting from the CRM record
A useful account plan is a working briefing for the next conversation, not a document created once and admired later.
ReadSee how the work gets done.
Explore how agents prepare work across your revenue teams, and how people review it, guide it and decide what happens next. Fictional data. Real product.
Explore the demo