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A missing region quietly paid $250. One prompt line flagged it.

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A missing region quietly paid $250. One prompt line flagged it.
Asking 'explain this' only goes so far. The usual move is pasting the formula and asking 'Explain this formula in plain English.' On our fictional sheet of four reps, that gave a correct walkthrough of what it does, not whether that's what the author meant.

Asking 'explain this' only goes so far

The usual move is pasting the formula and asking 'Explain this formula in plain English.' On our fictional sheet of four reps, that gave a correct walkthrough of what it does, not whether that's what the author meant.

What the formula actually does. Rates are North 5%, South 4%, West 6%. XLOOKUP's fourth part is its 'not found' answer, 0 here. Leave it out and Excel shows #N/A.

What the formula actually does

Rates are North 5%, South 4%, West 6%. XLOOKUP's fourth part is its 'not found' answer, 0 here. Leave it out and Excel shows #N/A.

Source: XLOOKUP function, Microsoft Support

Ask for the check, not just the summary. Ask for the explanation, every row worked out step by step, and any row that might not be what the author intended.

Ask for the check, not just the summary

Explain this formula in plain English. Then work out what it returns for every row, step by step, so I can check one by hand. Finally, list any row where the result might not be what the person who wrote the formula intended, and say why.

Tested in GPT-5.5 (OpenAI API), Oct 2026

Ask for the explanation, every row worked out step by step, and any row that might not be what the author intended.

Check one row by hand. Here's Dana's row. 12,400 × 6% is 744, and adding 250 makes 994. I got the same by hand, and all four rows matched (994, 312, 0, 250).

Check one row by hand

Real output · GPT-5.5 (OpenAI API) · Oct 2026

### Row 2: Dana … 5. `West` has rate `0.06`. 6. Calculate: ```text 12,400 × 0.06 + 250 = 744 + 250 = 994 ```

Here's Dana's row. 12,400 × 6% is 744, and adding 250 makes 994. I got the same by hand, and all four rows matched (994, 312, 0, 250).

Then it flagged Sam's $250. East isn't in the rates table, so Sam's rate became 0. He still got the $250 bonus, and the AI flagged it.

Then it flagged Sam's $250

Real output · GPT-5.5 (OpenAI API) · Oct 2026

Sam’s region is `East`, but `East` is not in the rates table. … This may be unintended because Sam receives the `$250` bonus even though there is no valid commission rate for `East`. … If they intended missing regions to be flagged for review, the formula should return an error or message instead of quietly using `0`.

East isn't in the rates table, so Sam's rate became 0. He still got the $250 bonus, and the AI flagged it.

Plain 'explain this' missed the question. The plain prompt was also correct and mentioned East, but it did not say the $250 might be a mistake. That was one run each. The AI only sees what you paste, so check a real row.

Plain 'explain this' missed the question

The plain prompt was also correct and mentioned East, but it did not say the $250 might be a mistake. That was one run each. The AI only sees what you paste, so check a real row.

Try it, but remove personal details. Remove names, account numbers and other personal details first, and check the tool's data policy or your employer's approved tools before uploading real documents.

Try it, but remove personal details

Remove names, account numbers and other personal details first, and check the tool's data policy or your employer's approved tools before uploading real documents.

Try it: Paste a formula and 3 to 5 made-up rows, then recalculate one by hand.

Sources and assumptions

Assumptions:

The short version

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