Features
Built to handle non-standardized formats and variable schemas from real-world sources — with the AI doing the tedious part and you keeping control.
Stop writing regex and nested formulas. Describe what a good record looks like in plain English and the local AI turns it into rules.
Regex, date formats, and identifier standards.
If-then rules with mathematical operations.
Exact and semantic duplicates, across files.
A three-layer match — exact, string similarity, and LLM context — proposes how every source column lines up with your target schema.
Handles casing, separators, spaces, camelCase.
Edit-distance algorithms for close matches.
Semantic matching with sample values and types.
3 source files → Insurance_v1 dictionary
Two-tier AI — fast embeddings for the simple cases, LLM reasoning for the hard ones — standardizes source-specific codes and values.
Deep semantic understanding for complex values.
Fast similarity matching for the obvious cases.
Learns from the mappings you approve.
Status column · 3 source files · 127 unique values
Validation, mapping, translation, and consolidation in one flow — with quality scores at every stage so you trust the output.
Progressive analysis from source files to output.
Integrity, quality, and completeness in real time.
Clean, standardized, exportable to CSV or Excel.
3 source files → 1 consolidated output
3 of 3 validated
1,847 unique rows
486 of 486 applied
92 columns translated
156 of 161 columns
| Policy Number | Insured Name | Coverage | Premium | Effective Date | Risk |
|---|---|---|---|---|---|
| POL2024-1847 | Anderson Corp | Commercial Property | $24,500 | 2024-01-15 | 78 |
| POL2024-1848 | TechStart Inc | Cyber Liability | $18,750 | 2024-01-16 | 82 |
| POL2024-1849 | Global Logistics | Marine Cargo | $32,100 | 2024-01-17 | 71 |
Swap in next month's source files and keep every mapping, translation, and rule intact. Built for recurring submissions and monthly consolidations.
Drop updated sources into an existing session.
Matched by column structure and filename.
Every configuration is preserved automatically.
What carries forward
06 · For teams
The capabilities that turn a one-off cleanup into a repeatable, auditable operation.
Datally is built with the people who use it. Try the demo, then tell us what your data throws at you.