AI/UXNov ’26Actively exploring

Receipts

Pull an AI answer down to see the rows behind each number, and catch the one that doesn't add up.

ReceiptsScripted

Pull the answer down or push it up. Point at a number to see it add up.

How much overtime did Support log last month, and who drove it?

Support logged of overtime in October across , costing . drove the most, with .

Overtime log, Support, October. Use the arrow keys to move between cells.
EmployeeTeamHoursPay
Ana RuizTier 14$200
Dana OkaforTier 29$450
Leo BrandtTier 16$300
Mia CastellTier 25$250
Priya NatarajanTier 322$1,100
Sam WhitlockTier 15$250
Sam WhitlockTier 23$150
Tomás FerreiraTier 310$500
Total64$3,200
A scripted answer over the rows it was built from. One of its numbers does not add up.

One number in this answer is wrong. Try to find it before you read on.

Pull the answer down to bring up the overtime log it came from. Point at any figure and the cells behind it light up and add up. 64 hours checks out. So does $3,200.

The bad one is “8 people.” Sam Whitlock is in the log twice, once under Tier 1 and once under Tier 2, and the answer counted him twice. That’s the mistake I worry about most from AI summaries: plausible, off by one, and invisible unless the arithmetic is on screen.

I’ve argued for this in AI needs receipts: the evidence should sit at the level of each claim, one figure and its cells. Here it’s one pull away. The part I’d still have to solve for a real product is scale. Eight rows fit under a card. Eight thousand don’t, and I don’t have a good answer for that yet.