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NullTrace/Blog/How to Protect Secrets in LLM Prompts

NULLTRACE TECHNICAL BLOG · 28 SEPTEMBER 2026

How to Protect Secrets in LLM Prompts

Why credentials and tokens should be treated as first-class input data before external model delivery.

Logs, support conversations, and internal workflows can accidentally put credentials into prompts. The model usually does not need the literal secret.

Detect and replace

STRIPE_SECRET_KEY=...
        ↓
{{STRIPE_API_KEY_1}}

Pattern detection is a backstop, not a replacement for secret managers, least privilege, repository scanning, and safe logging.

Separate provider credentials

Provider authorization is different from secret detection inside application content. Keep those concerns separate at the gateway boundary.

PII and secret detection · Gateway architecture

NEXT STEP

Put the privacy boundary in code.

Start with one protected request and expand from there.

Open quickstart →