Notes on reconciliation, exceptions and evidence.
Writing from the Vajra team on how operations work actually gets done, and where automation tends to stop short.
- September 11, 2026/1 min read
A $105,900 break and the limits of general AI in enterprise finance
A single $105,900 break highlighted why general AI falls short in enterprise finance.
- September 9, 2026/4 min read
Designing an Exception Queue Operations Teams Can Actually Trust
Operations teams are accountable for every sign-off. Exception handling must be inspectable, risk-weighted, and continuously improving.
- September 2, 2026/5 min read
What Document-Level Context Actually Means in Financial Reconciliation
In complex financial operations, the authoritative record is a document. Extracting numbers without reconciling them to their operational context creates clean data that matches nothing.
- August 14, 2026/5 min read
The Industry Optimized Detection. We Built Resolution.
Most platforms measure reconciliation by match rate, but the real work lives in the residual. Detection is solved; resolution is not.