AskTable
Free Trial

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.

cta.readyToSimplify

No coding required. Ask questions in natural language and AI generates SQL queries and visualizations automatically.Start your free trial now and experience AI-powered data analysis with AskTable.

cta.noCreditCard
cta.quickStart
cta.dbSupport