Datally maps mismatched columns, translates values into one schema, and validates every row — so days of manual reconciliation become minutes.
| loan_id | rate | balance | status |
|---|---|---|---|
| LN-00041 | 6.250% | $120,400 | |
| LN-00042 | 5.900% | $98,250 | |
| LN-00043 | 7.125% | $211,900 | |
| LN-00044 | 6.000% | $54,700 | |
| LN-00045 | 5.750% | $176,300 |
How it works
Every step keeps you in control — the AI proposes, you confirm, and the recipe is saved for next time.
AI matches each source column to your target schema — even when every file names things differently.
Values are normalized into one consistent format: dates, codes, currencies, units.
Plain-language rules check every row and surface exceptions before they reach your output.
Clean files merge into one standardized dataset — built once, reusable forever.
The difference
The same work, settled. Datally turns the slow, error-prone parts of a data merge into something you can trust at a glance.
Your data stays yours
The desktop app does its mapping, translation, and validation with local AI. No cloud uploads, no IT ticket, no third party touching your records.
Get started
Try it instantly in your browser, or run the full product entirely on your machine.
Runs in your browser — no install.
The full product, 100% local.