The high-performance ingestion backbone of the WealthFam ecosystem.
Stateless, AI-augmented, and optimized for sub-second transaction parsing.
The WealthFam Parser is a specialized microservice dedicated to transforming unstructured financial alerts (SMS, Email, CAS PDFs) into structured ledger entries. It employs a tiered methodology of static, learned, and AI-powered parsers to achieve 100% accuracy.
For a detailed breakdown of our tiered parsing logic, see:
📖 Deep Dive: Data Ingestion Flow
| Tier | Engine | Description |
|---|---|---|
| Tier 1 | Static Parsers | High-performance logic for major banks and UPI alerts. |
| Tier 2 | Pattern Engine | User-trained regex patterns that evolve with usage. |
| Tier 3 | AI Fallback | Gemini-powered parsing for complex or unknown formats. |
The parser is designed to be highly scalable and stateless, allowing for rapid horizontal scaling during peak ingestion periods (e.g., month-end).
To setup the parser locally or extend the ingestion logic:
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