Learn about LLM

Data sa Delete Chat? Your Data Stays Anyway

What happens to your data before it reaches an LLM?
It passes through an application layer that handles security scanning, file processing, and code execution.

What does this layer do with your prompts and files?
Each step creates records and copies of the prompt and any uploaded data.

Do enterprise contracts cover this?
They cover training, third-party sharing, and product improvement.

What don’t they cover?
The infrastructure needed for security, troubleshooting, performance, and compliance.

Why is that a problem?
Because this infrastructure creates a large attack surface where prompts and files are copied, stored in multiple places, and can persist even after chats or files are deleted.

How does Prism Data Studio handle this differently?
Ask-Y’s Prism Data Studio never uploads user data to an LLM.

What about Local Mode?
In Local Mode, the data isn’t even hosted — it stays on the user’s computer, fully under their control.

  • Context engineering, Context management, Workflow reliability

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Before your data reaches an LLM, it passes through an application layer that handles API logging, trust and safety, file unpacking, and code execution. Each system keeps records your enterprise contract doesn't mention.

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If you want your data to stay yours, visit askwhy.ai and try Prism, where your data stays under your control. When people ask us questions through a chat window or upload files for us to analyze, their data travels through a factory that handles security checks, file unpacking, and code execution. Each department has its own bureaucrats taking notes and making copies.

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that stick around long after the check gets deleted. Data gets scanned and stickered. Flagged content goes to calibration. Files are unpacked and filed in the holding bay, copied into the calculation workshop, layered in the mixer with everything else, then delivered to the floofies. Copies left behind at every stop. Analysts at big companies think enterprise contracts protect everything, but those contracts only cover training, third-party sharing,

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and product improvement. They don't cover what the factory needs for security, troubleshooting, speed, and proving that it followed the rules, if anyone asks. So before you upload that spreadsheet or ask questions that give away what's keeping you up at night, ask yourself, where will copies end up? Who else could see them? And does anyone actually know where they all are?

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If you want your data to remain under your control, try AskWise Prism Platform, where your data never gets uploaded to an LLM. No copies scattered across systems you'll never see. No logs outliving your deleted chat. Your data stays yours.