Did 18 cartons leave, or 20?

Last month's gate passes against last month's invoices, in 30 minutes. Plus the 15-day rule.

Your scrap rate. Counted, or remembered?

As promised: your own baseline, before anyone sells you a fix for it.

The vendor's 20%. Whose plant was it measured in?

Siemens and P&G, as promised. Plus one page of questions to send the vendor.

The stock that hasn't moved since last Diwali

Factories built stock at an 111⁄2-year pace in September. Here's how to see which of yours isn't moving.

The Budget Is Spent. The Number Isn't Here Yet.

Your case is right. Your ask is wrong.

Turn an operations request into payback, downside and one decision-ready sentence.

Your best decision this month is worthless. Here's why.

Eight in ten ops leaders are treated like a cost centre. The one-page fix that changes it.

Your team can't explain the AI's number. That's the real problem.

The AI gave them a number. The promoter asked why. Nobody could answer. Here's the fix.

Your best AI report has a shelf life of about six days

The plan was right in the demo. Nobody checked it again. Here's how to put it on the wall instead of the laptop.

Stop pitching AI to the promoter. Pitch it to the plant manager.

The operator veto that keeps an AI pilot alive after the demo.

3 data sources you already have = a vendor risk list in 30 minutes

Your Monday plan is already late. The conflict is hiding in Excel.

The invoice that aged 40 to 110 days, unwatched

7 rejections. 31 rejections. 22 rejections. Wrong question.

The bearing that failed on Friday — caught by a Monday morning prompt

Issue #1: The 4-question test from the 17 May session (use it today)

80% of Indian companies are exploring AI. 24% are deploying it. The 56-point gap is where your plant sits. Here is the first move.