For lead-gen agencies and freelancers who qualify lists by hand
Qualify 5,000 leads before the VA finishes their coffee.
Qualify leads with AI without opening 5,000 websites to decide who's a fit. Write your question as a column header. Columns answers every row and tells you which answers to check. The sheet below is live, edit any cell.
Judging every row…
| business_name | category | employees | description | Is this business a good fit for commercial B2B facilities services? |
|---|---|---|---|---|
Every cell is editable. Change one and that row is judged again.
You know this list.
A scraped CSV with 5,000 rows. Someone has to open every site and decide yes or no. Either you lose a week, you pay a VA to guess, or you pay enrichment credits on companies you'd never call.
Columns does the reading. You check the rows it isn't sure about.
Agencies: try 1,000 rows free01
Upload your list
A scraped CSV, an export, anything with a header row. Up to 20,000 rows a sheet.
02
Type a question as a column header
Plain English. Yes/no, pick one from your own options, or a score against levels you define.
03
Watch it fill, then check the few that matter
Every answer carries a confidence number, so the rows worth a human are the ones that surface.
The part nobody else does
It tells you which answers not to trust.
Every cell keeps its full probability distribution, not just the answer it picked. The confidence number is how sure the model is about that one answer. High doesn't mean guaranteed, and some answers will be wrong. It means you sort by the number and read the shaky rows first, instead of reading all of them.
Hover any answer above to see the distribution behind it.
Priced on row-questions
One row-question is one question against one row. Cached answers are never billed twice, so re-running a sheet after adding rows costs only the rows you added.
5,000 leads, 2 questions each, is 10,000 row-questions. That fits inside Starter at $29 a month.
Qualify first, enrich after. Run your fit questions here, then spend enrichment credits only on the rows that passed.
- Free
- 500 row-questions · free
- Starter
- 25,000 row-questions · $29/mo
- Pro
- 150,000 row-questions · $99/mo
- Agency
- 1,000,000 row-questions · $299/mo
- Running lead gen for a book of clients, kept separate.