Case Studies
Real-world examples of how we've helped organizations unlock insights while preserving privacy
2 case studyies found
Finance
89
Privacy-safe risk modeling with synthetic ledger data
Challenge
A bank needed to evaluate ML risk pipelines without sharing sensitive transactions.
Approach
Modeled temporal dependencies with flow-based generative models; utility and privacy audits before release.
Key Outcomes
- •Cut data-access approval time by 70%
- •Maintained >95% downstream model fidelity
"Unamani unlocked collaboration without compromising compliance."
Public Health
3
Synthetic EHR time-series for safer research
Challenge
Researchers lacked shareable sequences for method benchmarking.
Approach
Differentially-private training and leakage tests; clinician-in-the-loop validation.
Key Outcomes
- •IRB-friendly data sharing
- •Comparable performance on target tasks
"A step forward for reproducibility with patient dignity intact."
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