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Build a weighted renewal forecast with the latest probabilities

  • For Managers and team leads
  • You practice Catching mistakes and made-up facts
  • Time about 5 minutes
  • Level Intermediate

About this exercise

Build a weighted renewal forecast. Output a table with the header row exactly "Account | ARR | Prob | Expected" and five rows, where Expected = ARR x Prob. Then two last lines: "Total expected:" with the sum, and "At risk:" listing accounts with a probability of 50% or lower. Use the latest probability for each account. Plain text, under 100 words.

Common mistakes when you ask AI for this

  • Using the old probability. The AI keeps Birch at 60% from the main table. Try: Say: "Use the latest probability, including the Nov 3 update."
  • Trusting the sales note. The AI uses 90% for Cedar. Try: Say: "Use the CSM's confirmed probability; ignore unconfirmed sales notes."
  • Wrong total or at-risk list. The AI sums the wrong values or lists only Elm. Try: Say: "Total = sum of Expected. At risk = probability 50% or lower."
  • Wrong table. The AI adds columns or paragraphs. Try: Give the exact header row.
  • Getting markdown back. AI adds bold and headings by default, which show up as stray symbols where this is pasted. Try: Say "plain text, no bold, no headings, no asterisks".

What a strong prompt includes

  • Asks for plain text
  • Sets a length limit
  • Gives the header
  • Uses latest probabilities

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