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Know what people pick before you ship. Human taste tests for the things you’re about to ship.

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Sample tests are fictional and marked Demo.Demo Mode

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“Which one sounds less like marketing?”

Too close to call — 67/33

Early signalConfidence describes how consistent the observed preference is at this sample size, using a 95% Wilson score interval. It is not a claim about the wider population — a taste test tells you what these humans picked, not what everyone would pick.27 humans · target 25

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The split95% intervalConfidence describes how consistent the observed preference is at this sample size, using a 95% Wilson score interval. It is not a claim about the wider population — a taste test tells you what these humans picked, not what everyone would pick.

AOption A33%9 boops
95% interval 19%–52%
BOption B67%18 boops
95% interval 48%–81%

The leader's interval still crosses 50%, so this sample can't separate the two.

What people saw

AOption A33%

Nothing here yet. Create your first ledger to get started.

BOption B67%

This is where your ledgers will live. Make one and it'll show up here.

Why they picked it

More trustworthy7
More useful6
Cleaner4
Easier to understand3

Reason tags are optional, so these add up to less than the total vote count.

Reading the comments…

In their words

3

ACleaner
A is shorter and I'd rather read less on an empty screen.
BMore useful
B tells me what will happen. A just tells me to do something.
BMore trustworthy
B sounds like a person wrote it. A sounds like a component library default.

Got a decision of your own?

Two versions, one question, and people who have no reason to be polite about it.

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Summary

Computed

B is ahead at 67% of 27 boops, but the 95% interval (48%–81%) still includes 50%. This is a lean, not a result.

Themes

7
More trustworthy
Tagged 7 times — 26% of everyone who answered.
6
More useful
Tagged 6 times — 22% of everyone who answered.
4
Cleaner
Tagged 4 times — 15% of everyone who answered.

Strongest signal: "More trustworthy" was the most common reason, chosen 7 times.
Biggest concern: The two options are close enough that the current sample can't separate them.
Next action: Collect more responses, or change one thing between the versions so there's something clear to prefer.

Built from the counts alone. Add an OPENAI_API_KEY to have written comments grouped into themes.