Duality Technologies AI Assistant vs SonarSource SonarSweep: Side-by-Side Comparison (2026)

Duality Technologies AI Assistant

Enterprise security and data governance teams analyzing sensitive datasets will get real value from Duality Technologies AI Assistant because it lets analysts query encrypted data without decryption, eliminating the exposure window that makes data breaches costly. The tool uses FHE and differential privacy to keep data encrypted during computation, addresses the NIST PR.DS requirement directly, and runs on cloud infrastructure that handles multi-tenant environments. Skip this if your team needs real-time threat detection or incident response automation; Duality is a research and analytics tool, not a security operations platform.

SonarSource SonarSweep

Enterprise and mid-market teams building internal LLMs or fine-tuning models on proprietary code will see immediate ROI from SonarSource SonarSweep because it fixes data quality issues at scale instead of discarding training data, preserving context while removing vulnerabilities and bugs. The tool integrates directly into SonarQube workflows, meaning security teams already using SonarQube can operationalize dataset remediation without new vendor relationships or retraining. Skip this if your training datasets are already curated by data scientists or if you're not actively investing in custom model development; Sonar Sweep solves a specific problem for organizations building LLMs on large internal codebases.