Least Privilege Answers
- Answers bounded by role and policy, not only by prompt text.
- Permission bypass attempts are refused consistently.
- Safe summaries returned when detailed data is restricted.
Detailed Functionalities
Security-aware behavior by default.
ToguAI combines local retrieval, governed inference, and auditable outputs for sensitive enterprise workflows.
Provenance and Explainability
- Claims linked to supporting sources for reviewer confidence.
- Uncertainty is explicit instead of hidden.
- Constraints explained in operational language.
Prompt-Injection Resistance
- Untrusted instructions in content are treated safely.
- Model behavior is constrained by policy boundary checks.
- Unsafe data exfiltration patterns are blocked.
Audit and Retention
- Local auditable logging for compliance evidence.
- Deterministic retention under governance policy.
- No hidden background telemetry.
Deployment profile
Offline-first
Runs without internet dependency for controlled environments.
Air-gapped capable
Designed for medium and high-sensitivity deployments.
Organization-owned controls
Retention, access scope, and evidence stay within your governance boundary.