Why 40% of Agentic AI Projects Will Fail and How GTM Leaders Can Avoid It
GTM leaders are excited about the promise of agentic AI, yet many are discovering the same frustration that surrounded early martech tools. More software,…
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Revenue intelligence
Ideas for the agentic ABM era
Practical notes on signals, orchestration, buyer context, and the operating system behind modern pipeline teams.
Agentic AI, But Make It Accountable: Avoiding the AI Agent Washing Trap
Modern GTM teams are under pressure to show how every investment ties back to revenue. Yet the more tools leaders add to their stack,…
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Why GTM Stacks Break at Scale
At some point in growth, every revenue leader asks the same question. “If we have more tools, more data, and more people, why does…
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Why Outcome-Driven GTM Beats Activity-Driven GTM
Teams often measure progress by how much activity they produce — outbound volume, campaign touches, tasks completed, sequences launched. At a glance, these metrics…
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From Journeys to Systems: Rethinking Campaigns in a Signal-First World
Marketing teams often talk about “running campaigns,” but most campaigns no longer run the way teams expect. Timelines stretch, interest peaks at unexpected moments,…
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How Leading Teams Map Buyer Journeys to Signals, Not Stages
A familiar problem keeps surfacing in GTM reviews. Teams discuss funnel stages, lifecycle scoring, handoff points, and conversion checkpoints. Yet the problems that slow…
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Four Archetypes of Modern GTM Stacks and Where Agentic AI Fits
GTM leaders can feel the gap in their stack long before they can articulate it. Campaigns run. Leads arrive. Conversations start. But the motion…
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The GTM Intelligence Graph: Why Modern Revenue Systems Need One Unified Brain
Revenue teams today face a difficult truth. Even with more GTM tools, more data, and more dashboards, leaders still lack a reliable view of…
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Why CRMs Fail at Revenue Predictability—and What GTM Intelligence Solves
Many CMOs in B2B SaaS feel the same tension. Tech stacks grow, dashboards multiply, and yet the basic question of “what is actually driving…
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From System of Record to System of Outcomes: A GTM Architecture Deep Dive
There is a question many CMOs continue to raise in 2025.Why do we have more GTM tools than ever, yet less clarity on what…
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