
Summaries like this, in your inbox every morning.
Sign up free →CipherTax detects and replaces sensitive tax data (SSN, EIN, names, email, phone, addresses, bank account numbers) with tokens while preserving financial amounts and state abbreviations that AI needs for tax calculations. The tool runs locally using Microsoft Presidio and custom tax recognizers, with PII mappings stored in an AES-128-CBC encrypted vault.
The system prevents PII leakage through five layers: PII detection, smart tokenization, encrypted local storage, a pre-send safety check that blocks API calls if any redactable PII is detected, and a test suite of 159 tests including dedicated PII leak prevention tests. Tokens use random session prefixes (e.g., [CT_a3f9_SSN_1]) to prevent collision with literal text.
CipherTax classifies tax data into five sensitivity levels (PUBLIC, INTERNAL, CONFIDENTIAL, RESTRICTED, CRITICAL) to determine redaction decisions. Data is available via pip install ciphertax on PyPI.
No discussion yet for this article
Get curated AI news from 200+ sources delivered daily to your inbox. Free to use.
Get Started FreeFree · takes 30 seconds · unsubscribe anytime
1 minute a day. The AI essentials.
200+ sources · Email / LINE / Slack