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.
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.
The technical story of the Member epic — how one simple ask turned into the first real access boundary in the system.
Today John built the plan for member access — not the code, the plan. The way he did it is the part worth telling.
The difference between ‘we hacked this together once’ and ’the system now has a reusable ability.’ Quality as durability.
Anthropic’s Claude now has a QuickBooks connector. When this works reliably, canned reports become obsolete.
Reconciliation isn’t only for bank accounts. The first scheduled run of a system that checks our own working notes against reality — and what it found.
How the system behind this site is organized — not as one big assistant, but as focused environments, shared skills, and the companies they act on. Three axes that keep the work clean as it grows.
A test oracle is just a known-correct answer you check the tool against.
For a free consultation with John, the re-creator of Phaedrus