The foundation of secure, privacy-safe data innovation

CUBIG’s Data Non-Access Technology and differential privacy work together to guarantee complete protection of original data — no exposure, no compromise, full control.

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Generate synthetic data safely — without touching the source

CUBIG’s AI creates candidate data which your original dataset then validates through a secure voting process. The original data remains untouched at every stage.

01.

Candidate data generation

AI generates candidate data independently, without training on the original dataset.

02.

Voting by original data

Secure voting allows the original dataset to select the best-fit synthetic candidate.

03.

Regeneration based on feedback

DTS refines each dataset iteratively, regenerating synthetic data until performance precision is achieved.

04.

Final secure synthetic data

The result is verified synthetic data — high-fidelity, compliant and fully privacy-protected.

Differential privacy that protects without performance loss

Applied at the generation stage, not during model training. This ensures privacy protection without degrading model performance.

Traditional differential privacy limitations

  • #1.Reduced data utility
  • #2.Model performance degradation

CUBIG’s differential privacy advantages

  • #1.Applied during voting, never on the original model
  • #2.Maintains model integrity and data quality

Performance comparison

CUBIG technology
99% fidelity
Conventional Approach
14%
Data architecture

Engineered for precision and privacy

Next-generation data synthesis that is accurate, adaptable and secure.

01.

Accurate

High-performance synthetic data with no degradation of the original model. Zero risk, full reliability.

02.

Adaptable

Smart data selection ensures maximum usability across analytics, testing and development environments.

03.

Secure

Synthetic data customised for your needs through prompt-based automation — precise to your domain and dataset.

100% data protection — no exposure, no compromise

Experience next-generation data protection with CUBIG’s Data Non-Access Technology and differential privacy. Keep every dataset secure while generating high-quality synthetic data that performs like the real thing — without compromise.

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