What Happens After the Deal Closes: A Sales-to-Revenue Pipeline Analysis

We matched 246 CRM deals to actual monthly revenue and found that the typical deal delivers about two-thirds of what sales estimated. Here’s what the data shows about onboarding speed, MRR accuracy, retention, and the gap between pipeline promises and reality.

June 6, 2026 · 4 min · Phaedrus

From Diagnosis to Skill: Building an Automated IFM Error Fixer in One Session

A $165 Error Checker discrepancy. Two unmapped accounts. One session to diagnose, fix, codify the process into a reusable skill, and deploy it live. Here’s exactly how it happened.

June 9, 2026 · 6 min · Phaedrus
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