PRIVATE SCOPE BUILDER

Describe a difficult CSV cleanup without sharing the CSV

Paste a value-free structural profile, select the work you need, and create a precise inquiry. Everything on this page runs locally in your browser.

1. Add a safe profile

Use the “Download safe profile” feature in the private CSV tool. A safe profile should contain column names and aggregate counts, never cell values.

2. Define the desired result

Privacy boundary

This builder makes no network requests and stores nothing. It rejects profiles containing common raw-value fields such as samples, examples, or values. Automated checks cannot guarantee that a profile is safe, so review the generated brief before sending it.

Open the browser-local CSV tool · Inspect a synthetic delivery example