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Sarus is a commercial data masking tool by Sarus. Lorica Private Pursuit™ Platform is a commercial data masking tool by Lorica. Compare features, ratings, integrations, and community reviews side by side to find the best data masking fit for your security stack.
CST VerdictBased on our analysis of NIST CSF 2.0 coverage, core features, integrations, company size fit, here is our conclusion:
Data teams that need to run analytics and machine learning on sensitive data without building separate sanitized datasets should evaluate Sarus. It enforces privacy policies directly on queries in real time and rewrites them automatically, which means analysts get usable results without exposing raw PII; the approach addresses both PR.AA access control and PR.DS data security in a single layer. Skip this if you're looking for a traditional data masking tool that handles structured PII in data warehouses; Sarus is built for hybrid query environments across SQL, pandas, and scikit-learn, which makes it heavier to deploy but far more flexible for modern analytics workflows.
Lorica Private Pursuit™ Platform
Enterprise and mid-market security teams processing sensitive data through AI workflows need Lorica Private Pursuit™ Platform because it's the only practical way to run inference and SQL queries on encrypted data without decryption in transit or at rest. The platform's FHE implementation supports ONNX models and batch processing across hybrid cloud and on-premise environments, with optional quantum-secure encryption and FIPS mode for regulated industries. This is not the tool for teams still debating whether to adopt AI analytics; Lorica assumes you're already building those pipelines and need the encryption layer that your current data platforms don't provide.
Privacy layer enabling data analytics & AI without exposing raw data.
FHE-based platform for encrypted AI inference and SQL queries on sensitive data.
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Common questions about comparing Sarus vs Lorica Private Pursuit™ Platform for your data masking needs.
Sarus: Privacy layer enabling data analytics & AI without exposing raw data. built by Sarus. headquartered in France. Core capabilities include Privacy policy enforcement on queries in real time, Automatic query rewriting with privacy guarantees, Synthetic data generation..
Lorica Private Pursuit™ Platform: FHE-based platform for encrypted AI inference and SQL queries on sensitive data. built by Lorica. headquartered in Canada. Core capabilities include Encrypted AI inference using Fully Homomorphic Encryption (FHE), Support for ONNX model inference, Batch processing for AI inferences..
Both serve the Data Masking market but differ in approach, feature depth, and target audience.
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