Compliance
ISO-aligned evidence
Organize controls, responsibilities, and audit records around ISO/IEC 42001 and related AI risk practices.
AI governance for production decisions
Move AI from POC
to evidence-ready deployment.
Knotest helps teams evaluate model quality, monitor drift, and document risk before production. Align testing, ISO-focused governance, and ROI evidence in one review workflow.
ISO-aligned
Audit evidence before approval
100+ tests
Model behavior under pressure
ROI record
Value proof for leadership
Evidence workflow
Turn model tests into audit-ready decisions.
Review workflow
Four practical steps from pilot to production.
IGNITE
01 | Set up a governed workspace
Create isolated workspaces for models, datasets, and review owners. Keep evidence organized from the first assessment.
Processing sequence25%
TEMPER
02 | Map risks and controls
Record risks, owners, controls, and residual exposure in an ISO-aligned register before approval decisions.
Processing sequence50%
REFINE
03 | Test model behavior
Run data quality checks, robustness tests, red teaming, and drift scenarios against realistic operating conditions.
Processing sequence75%
FORGE
04 | Prepare decision evidence
Generate reports, logs, and sign-off records that connect model performance to risk and business value.
Processing sequence95%
Governance priorities
What leaders need before production
Quality
Production reliability
Evaluate data quality, robustness, fairness, explainability, and drift before the system is scaled.
Governance
ROI and risk record
Connect model performance to operational impact, risk level, and ROI evidence for clearer approval decisions.
AI projects need evidence before scale.
Knotest helps build it.
Use Knotest to review model behavior, risk controls, drift exposure, and business value before the next production decision.