Table AI Agent
Merges and reconciles data files by matching their columns.
What it does
Bring in several spreadsheets that describe the same things in different ways, and Table AI works out how their columns line up — even when the headers and formats don't match — then combines them into one clean dataset. It can remember your preferred naming so future files map automatically. Hours of manual data-wrangling become a single, reviewable step.
Data almost never arrives in one clean file. Different systems, originators, and vendors each label the same fields their own way, and lining them up by hand is slow and error-prone. Table AI does that reconciliation for you — reading each file's structure, proposing how the columns map, and letting you confirm before anything is merged.
What it can do
- Match columns across files with different headers and formats
- Join or stack multiple datasets into one clean table
- Remember your preferred field names for automatic future mapping
- Show its proposed mapping for review before merging
Example
“Combine these three loan tapes from different originators into one book.”
It maps mismatched columns — “Loan Amt” and “Principal Balance” become one field — and returns a single unified table you can work from.