Sensitive code pasted into public chatbots
Samsung engineers uploaded chip schematics to ChatGPT and Amazon lawyers warned staff after the bot echoed internal code—proof that one careless prompt can exfiltrate crown-jewel IP or HR data.
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Give HR, IT, and finance copilots the context they need—then red-team them so leaks and policy drift never ship.
Internal copilots sit on top of salary tables, investigations, and policy wikis. We adversarially test the full workflow, then turn the findings into runtime controls so every internal answer stays scoped, cited, and auditable.
Typical deployments
Samsung engineers uploaded chip schematics to ChatGPT and Amazon lawyers warned staff after the bot echoed internal code—proof that one careless prompt can exfiltrate crown-jewel IP or HR data.
PromptArmor researchers showed a single crafted message could trick Slack's AI summary feature into dumping contents from supposedly private channels, including credentials and customer conversations.
A glitch caused Snap's My AI bot to post a random Story and then ignore all follow-ups. Inside the enterprise, that kind of rogue broadcast could share draft earnings slides or spam every employee before anyone can shut it down.
Map every knowledge base, wiki, and vector store the copilot touches, classify PII, and block risky sources before they ever reach a prompt.
Apply controls derived from red-team findings: IAM-scoped retrieval, prompt-injection shields, and output filters that redact secrets and require citations.