Features
Built to handle non-standardized formats and variable schemas from real-world sources
Stop writing regex and complex formulas. Tell Datally what you need to validate in plain English. Your local AI model handles the rest.
Regex patterns, date formats, and identifier standards
If-then rules with mathematical operations
Exact and semantic duplicate detection across files
3-layer intelligent system: exact matching, string similarity, and LLM with rich context. Automates tedious column matching using sample values and semantic understanding.
Handles casing, separators, spaces, and camelCase
Edit distance algorithms for close matches
Semantic matching with sample values and data types
3 source files → Insurance_v1 dictionary
Two-tier AI system: semantic embeddings for speed, LLM reasoning for accuracy. Automatically detects patterns and suggests translations with confidence scores.
Deep semantic understanding for complex translations
Fast similarity matching for straightforward cases
Learns from your mappings and suggests patterns
Status column · 3 source files · 127 unique values
See validation, mapping, translation, and consolidation all come together. Full pipeline metrics and quality scores at every stage.
Progressive analysis from source files to target output
Real-time source integrity, data quality, and completeness
Clean, standardized results 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 |
Replace source files while keeping all your mappings, translations, and validation rules intact. Perfect for monthly data submissions and recurring consolidation jobs.
Drop updated source files into your existing session
Smart matching by column structure and filename
All configuration preserved automatically
What carries forward
Additional capabilities to streamline your data operations
Advanced filtering and AI-powered duplicate detection help you focus on critical data issues
Version-controlled workflows with auto-save. Reuse templates across similar data consolidation tasks
Build and maintain translation dictionaries. Apply proven mappings to new files for consistency
Real-time metrics for data quality, mapping coverage, and translation accuracy at every stage
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