Use Cases
Reconciliation as code
Turn raw data into reconciliation-ready inputs
No matter where your data comes from or how inconsistent the formats are, Simetrik structures, unifies, and enriches it, so your team can focus on control, not cleanup.
5,000+ sources, one platform
Connect to any data source, and manual file uploads. Banks, processors, and third-party partners can send files directly, no custom development required.
When a file doesn’t follow a standard structure, Simetrik’s AI reads it, suggests the right configuration, and shows you a preview before anything changes. You stay in control; the setup does itself.
- Supports CSV, Excel, JSON, Parquet, TXT, and more
- Flexible ingestion: manual uploads or fully automated pipelines, depending on your volume and frequency
- Third-party partners can push files automatically through secure access tokens
Merge multiple sources into a single table
When transactions come from multiple providers or channels, reconciling them against separate tables creates complexity fast. Smart Source Unions combine all of them into one consolidated dataset, automatically.
AI maps and matches equivalent columns across different sources, even when they use different names or structures. No SQL, no manual column mapping.
As new data arrives, unions refresh in parallel, so everything stays in sync without manual re-processing.
Standardize and enrich, without writing code
Once your sources are unified, Simetrik’s transformation layer lets you normalize and enrich your data using formulas, conditional logic, and calculated fields, all from a visual interface any business user can operate.
Smart Date Formats
AI detects and normalizes date variations across all sources automatically
Smart Transformations
Build calculated fields and apply business logic without writing code, or describe what you need in plain language and let AI generate it
Enrichment via lookup
Link merchant names, category codes, or partner attributes directly to your transaction records
AI-suggested rules
Based on patterns detected in your data, AI recommends the most relevant transformations before you even start configuring.
AI that reduces configuration time, not just processing time.
What used to take a data engineer a full day can now be done by a business analyst in minutes. Every step, from parsing a new file to mapping columns to building a formula, is AI-assisted.
Simetrik doesn’t just automate the reconciliation. It automates the preparation that makes reconciliation possible.
Clean data is the foundation of financial control.
Every reconciliation, every audit, every closing, all of it depends on data that's structured, complete, and consistent. Simetrik makes sure yours is, continuously and automatically.