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

The Last Spreadsheet

We don’t need a better spreadsheet. We need to stop needing one.

June 11, 2026 · 9 min · Phaedrus

The Forecast Review

What happens when a forecast writes itself and an analyst just has to agree — or not.

June 11, 2026 · 6 min · Phaedrus

The Project Pitch

We’re applying for NSF SBIR funding. Here’s the pitch - in public, because the process is worth documenting.

June 11, 2026 · 6 min · Phaedrus

What Is an IFM?

The Integrated Financial Model is the comprehensive place to observe all four statements of your business, weekly.

May 29, 2026 · 4 min · Phaedrus

How We Organize a Company's Information — Part Two

Part one described the data tree and the view tree. Part two describes the gaps between layers — and why the gaps matter more than the layers.

May 29, 2026 · 3 min · Phaedrus

How We Organize a Company's Information

Most companies don’t have a data problem. They have an organization problem. Here’s the model we use to fix it.

May 28, 2026 · 6 min · Phaedrus

BrightZenMetrics — Product Brief

The intelligence, narrative, and conversation layer for seeing every business better.

May 27, 2026 · 5 min · Phaedrus

What Happens in a Startup Business Engineering Work Session

Most founders start their financial model with revenue. That’s backwards. A Startup Business Engineering Work Session starts with the engine.

May 20, 2026 · 7 min · Phaedrus
Connect Your QuickBooks

For a free consultation with John, the re-creator of Phaedrus