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Calling DeepSeek via API—Will Data Leak? AskTable SDI Explained

AskTable Team
AskTable Team 2025-04-01

More teams call cloud models such as DeepSeek or Qwen over APIs for Q&A, analytics, and reporting.

A common concern from engineers and security leads:

“If we send business data to the cloud for the model to process, is it really safe?”

Short answer:

If you send raw data with no protection, privacy risk is real.

Data risk

Can you use powerful cloud models and keep data safe?

Yes. AskTable’s SDI (de-identification) feature is built for this.


Why API calls can leak data

When you call a cloud API with a question like “Analyze spending for phone 13812345678,” that number leaves your network.


What we built: AskTable SDI

For self-hosted AskTable, SDI (Secure De-Identification Inference) keeps sensitive values local.

SDI feature

Core idea:

Sensitive data never leaves as-is—what goes out is synthetic stand-in data.

Example: you query user 18611112222. Before the LLM call, SDI may replace it with 18600000001. The real number stays on your network; the model only sees a meaningless substitute.

When you need a report, AskTable can map values back locally so workflows stay intact.


What can be masked?

Masking fields

Field typeExample
NameCommon name patterns
Phone11-digit mobile numbers
National ID18-digit ID numbers
Emailuser@example.com
Bank cardCard numbers

You can toggle masking per field and choose synthetic formats in AskTable.


Why this middle path works

Two extremes:

  • Fully local models: high cost and operational burden.
  • Raw cloud APIs: flexible but risky.

SDI offers a practical balance:

  • Process sensitive data locally
  • Call top cloud models at a fraction of full local GPU cost
  • Transparent to most business users

Who it is for

  • Self-hosted AskTable with cloud models for better answers.
  • Datasets with heavy PII and compliance requirements.
  • Teams that cannot afford full on-prem models but need strong security.
  • Organizations that want modern AI with minimal exposure.

Closing

Security and AI adoption both matter. AskTable SDI is a pragmatic way to combine them.

If you want affordable AI without giving up data control, try SDI in AskTable.

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