How I Built a PII Tokenization Middleware to Keep Sensitive Data Out of LLM APIs

📰 Dev.to · Yunus Emre Altanay

Learn how to build a PII tokenization middleware to protect sensitive customer data when using LLM APIs

intermediate Published 6 Apr 2026
Action Steps
  1. Identify sensitive data in customer transcripts using regular expressions or NLP techniques
  2. Build a tokenization middleware to replace PII with tokens before sending data to LLM APIs
  3. Configure the middleware to integrate with existing LLM API workflows
  4. Test the middleware with sample data to ensure correct tokenization and replacement
  5. Deploy the middleware in a production environment to protect sensitive customer data
Who Needs to Know This

Developers and engineers working with LLM APIs can benefit from this middleware to ensure sensitive data is kept secure, and data scientists can use this to preprocess data before feeding it into LLMs

Key Insight

💡 Tokenizing PII data before sending it to LLM APIs can significantly reduce the risk of sensitive information exposure

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🚫 Keep sensitive data out of LLM APIs with a PII tokenization middleware! 🚀

Key Takeaways

Learn how to build a PII tokenization middleware to protect sensitive customer data when using LLM APIs

Full Article

The Problem I Kept Ignoring Every time we sent a customer transcript to an LLM API, we...
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