Novelty Detection
Techniques for identifying inputs or scenarios that differ significantly from training data, triggering review or safe-mode operation to prevent unexpected failures.
Also called out-of-distribution detection, it uses statistical distances, autoencoder reconstruction errors, or uncertainty estimates (e.g., Bayesian networks) to flag anomalous inputs. Governance configures thresholds for safe-mode fallbacks, logs novelty events for incident analysis, and regularly updates detection models to reflect evolving data distributions.
A medical-imaging AI flags any scan whose pixel-distribution diverges from the training set by more than two standard deviations. When novelty is detected, the system routes the scan to a specialist for manual review and logs the event for later analysis - preventing the model from making confident but spurious diagnoses on unusual cases.
“What used to take weeks of manual reviews and policy work is now structured and auditable in Enzai within minutes. It’s the first time AI governance has felt operational, not theoretical.”
Ready to get started
with your AI governance program?
Enzai provides an AI governance and enablement platform that will help your organisation maximise AI adoption, while minimising AI risk.
Hear back in 24 hours
Customer Support Ticket Classification
Draft Use Case
5 requested AI solutions
Requested on: 7 Nov 2026
Requested by: Enzai
Reviewers:
Automated Contract Risk Review
Draft Use Case
5 requested AI solutions
Requested on: 7 July 2026
Requested by: Enzai
Reviewers:
Sales Forecasting & Demand Prediction
Draft Use Case
5 requested AI solutions
Requested on: 18 August 2026
Requested by: Enzai
Reviewers:
Employee Resume Screening Assistant
Draft Use Case
5 requested AI solutions
Requested on: 19 June 2026
Requested by: Enzai
Reviewers:
We help you find answers
What problem does Enzai solve?
Enzai provides enterprise-grade infrastructure to manage AI risk and compliance. It creates a centralized system of record where AI systems, models, datasets, and governance decisions are documented, assessed, and auditable.
Who is Enzai built for?
How is Enzai different from other governance tools?
Can we start if we have no existing AI governance process?
Does AI governance slow down innovation?
How does Enzai stay aligned with evolving AI regulations?
Research, insights, and updates
Empower your organization to adopt, govern, and monitor AI with enterprise-grade confidence. Built for regulated organizations operating at scale.