How it works

A hybrid pipeline: deterministic where possible, AI where it shouldn't be.

1. We read your headers

We infer the type of each column — email, phone, name, date, country, currency, etc. — so the right rules apply.

2. Rules pass first

Trim, fix capitalization (Title Case for names, UPPER for country codes, lower for emails), validate emails/URLs, format phone numbers (E.164), normalize dates and currency.

3. AI fills the gaps

For ambiguous cells, we batch them to an AI model that proposes corrections with a confidence score. High-confidence edits are auto-applied; low-confidence ones are flagged.

4. You get three files

The cleaned spreadsheet, a change log (row, column, old, new, reason), and a flags file with suggestions that need a human eye.