FinDefend is part of a new generation of software: engineered, verified, and continuously improved by autonomous AI agent loops. From baseline SvelteKit architecture to database schema migrations and subscription scanning logic, our codebase is built through targeted improvement cycles.
Intelligent Merchant Scanning with LiveGraph
Extracting clean vendor names and subscription cadence from raw credit card bank statements is notoriously difficult. A line item like SQ *METRIC_TOOLS_INC 844-555-0199 CA doesn't look like a subscription at first glance.
To solve this, FinDefend integrates directly with LiveGraph. LiveGraph provides intelligent transaction classification, enabling FinDefend to accurately match obscure merchant strings to known SaaS vendors and identify recurring billing frequency with high confidence.
For more on how agentic architecture powers modern applications and infrastructure, read the detailed story on the LiveGraph Blog.