Observed arrival · 2026-09-22

Columns — judgment columns for any spreadsheet

columns.live Visit website

Editorial interest 84/100 Selection signal · not a rating of the site

Columns lets you upload a CSV, ask plain-English questions in column headers, and receive row-by-row answers with confidence numbers.

Landing page captured for the 2026-09-22 issue.

For: Lead researchers and spreadsheet-heavy B2B teams
Worth noticing: Each answer retains its full probability distribution, not only the selected label.

Field notes

The homepage demonstrates an editable sheet in which changing a cell triggers a fresh judgment for that row. Questions can be yes/no, selected from custom options, or scored against user-defined levels, while the page says each answer preserves a probability distribution for inspection. The stated limits reach 20,000 rows per sheet, with billing counted by row-question and cached answers excluded from repeat charges.

Observed signals

Read the marks

Editorial observations of this landing page, not a rating.

○OpenPublic substance visible

$PaidCommerce or pricing visible

✦PrettyNotable craft visible

●ProPolished or operationally mature

◎NicheUnusually specific use

ƒJavaScriptBrowser-side code central

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