Outcom.AIThe Future of Revenue Operations: AI-First or Bust
The next era of RevOps won't be another tool bolted onto a 20-app stack. It will be a system that reads every account and acts, because in the consumption era revenue is decided daily, inside accounts.
Read the essay →Latest articles
The CRM Data Quality Crisis: By the Numbers
91% of CRM data is incomplete. The real problem isn't hygiene. It's that the signals that decide an account never fit in a field.
Updated 27 Jul 2026 · 6 min read
Building a Unified GTM Workspace: Lessons Learned
We tried to consolidate 23 tools into one workspace. The lesson: integration isn't unification. You need a layer that owns the picture.
Updated 27 Jul 2026 · 10 min read
AI Agents for Sales: Beyond the Hype
What AI agents actually change when every account gets one, working around the clock, with a human on the approvals.
Updated 27 Jul 2026 · 7 min read
Revenue Intelligence Platforms: A Buyer's Guide
Most revenue intelligence stops at the deal. A guide to the intelligence the consumption era needs: across the whole lifecycle.
Updated 27 Jul 2026 · 12 min read
GTM Metrics That Actually Matter Now
Activity metrics were built for an era of human effort. The numbers that matter now: NRR, time-to-value, and coverage.
Updated 27 Jul 2026 · 9 min read
Churn Risk Is a Continuum
Risk buckets are a reporting convenience, not a description of how customers change. Renewal probability moves continuously, and the movement is the signal.
Updated 28 Jul 2026 · 7 min read
Churn Starts Long Before It Becomes Visible
By the time a signal is visible enough to reach a forecast, the conditions that created the risk have often existed for months.
Updated 28 Jul 2026 · 4 min read
Customer Segmentation Strategy Beyond ARR
Tiering divides customers by what they pay. Segmentation explains why they differ, and the first question decides everything that follows.
Updated 28 Jul 2026 · 7 min read
Expansion Does Not Have a Pipeline Problem. It Has a Lead Generation Problem.
New business pipeline is created deliberately. Expansion opportunities are usually discovered by accident. That is a lead generation problem.
Updated 28 Jul 2026 · 7 min read
Growth Is Increasingly Earned After the First Sale
Some of the biggest wins never lived up to the hype. Some of the smallest accounts quietly became the largest.
Updated 28 Jul 2026 · 4 min read
Retention Is the Clearest Measure of Business Durability
Most companies know how satisfied their customers are. Far fewer know whether those customers would miss them if they disappeared.
Updated 28 Jul 2026 · 6 min read
Written from inside the build.
New essays on adoption, retention, and giving every account continuous attention. Want them in your inbox?
Subscribe →