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It is Saturday morning. I am writing this from my kitchen with a cup of coffee that has gone lukewarm and a laptop with 14 tabs open.

One of those tabs is my top-10 deal forecast for the quarter. I do this audit every Saturday, alone, before the family wakes up. It takes 38 minutes and saves me from one bad commit call a month.

Most leaders skip it. That is why most forecasts are wrong.

💡 YOUR FORECAST ISN'T BAD. YOUR DATA WAS NEVER WRITTEN FOR AI.

Clari Labs published the data this month. 48% of enterprises say their revenue data is not AI-ready. Median B2B forecast accuracy sits at 70 to 79%. Traditional teams hover at 50%. World-class teams hit 80%. The 90 to 95% teams have one thing in common, and it is not a smarter model.

Each 10% jump in CRM hygiene scores pushed forecast accuracy up 8 to 9 points. Forrester's 2026 study showed that AI plus disciplined process delivered a 2.5x forecast improvement over AI-only or process-only pilots.

Read that twice. The win is not better AI. The win is data clean enough for AI to read.

The forecast that ships on Friday is the byproduct of how the deal record was written on Tuesday. If your reps are typing notes in three different formats, your model is hallucinating, not forecasting. The fix is not a tool. It is a four-column audit you run on your top 10 every Saturday.

🔧 THE 4-COLUMN FORECAST AUDIT

A protocol you can run in 38 minutes on your top 10 deals. Open a fresh sheet. Build four columns.

1. Logic: Why does this deal close? In one sentence. If the sentence is "they like us" or "champion is engaged," the deal is not commit. If it is "the CFO signed off on the Q3 budget reallocation Monday," it is commit.

2. Lifecycle: Where in the buyer's lifecycle are we? Pre-decision, mid-evaluation, late-stage paperwork. Reps confuse OUR stage with THEIR stage. The forecast lives on theirs.

3. Latency: How long since the last buyer-initiated touch? Not your touch. Theirs. If it is over 14 days, the deal slips a month, every time. Move it.

4. Loss: Write the one-sentence reason this deal will slip. If you cannot write it, you do not understand the deal well enough to commit. Drop it to upside.

🎯 THIS WEEK'S HOMEWORK

This weekend, open a blank sheet. Audit your top 10 deals across the four columns. Fewer than 6 of the 10 should survive as commit-grade after the audit. If 9 or 10 survive, you are not auditing. You are rooting.

QUESTION OF THE DAY

Which deal in your top 10 does your gut quietly disagree with the CRM on?

Hit reply with the gut call. I read every one.

See you tomorrow.

Edward

Founder, Morning Sales

P.S. Section four of my 500 AI Sales Prompts PDF builds the exec brief that turns a CFO no into a Q3 yes. $27 once, yours forever. Grab it here.

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