Every violation becomes a policy. Every audit generates training data. Every guardrail prevents recurrence. ViriSIM's improvement loop makes your AI safer automatically.
Every API call feeds into a continuous improvement cycle that makes your AI safer over time.
Every AI input and output is audited for PII, regulatory violations, bias, and safety risks.
Select up to 20 audit logs. Violations, safety issues, and recommended actions are extracted and aggregated.
Generated policy sets from real violations. Reactive when violations exist. Preventive when patterns are clean.
Auto-generated JSONL training data from audit logs. Pull by date range. Manual or scheduled fine-tuning.
Pre-generation guardrails injected into future prompts. Models improve automatically. The cycle continues.
Select up to 20 audit logs. ViriSIM aggregates violations and generates policy sets automatically.
Extracts violations, safety issues, recommended actions, verdicts, and regulatory details from selected logs.
Up to 20 logs per runWhen violations exist, generates targeted policies to prevent recurrence. Each policy includes conditions, severity, and remediation steps.
Violation-drivenWhen no violations are found, generates proactive guardrails to maintain compliance and prevent future issues.
Pattern-drivenPull non-compliant logs by date range or upload custom data. Export as JSONL. Feed directly into OpenAI or custom endpoints.
Pull non-compliant audit logs by date range or upload custom JSONL/JSON/TXT files.
Review structured training examples. Download as JSONL for direct model consumption.
Connect to OpenAI or any OpenAI-compatible endpoint. Track job progress with ETA.
Export fine-tuning reports with performance metrics, lineage, and compliance documentation.
OpenAI
View all fine-tuning jobs with status, progress, ETA, and performance metrics.
Export fine-tuning reports with full lineage, compliance mapping, and training provenance.
Schedule recurring fine-tuning jobs. ViriSIM pulls recent violations, generates training data, and runs the job — completely hands-free.
Set intervals in days. Auto-trigger on schedule. Toggle active/inactive anytime.
Track automation status, start dates, frequency, and last run from a single dashboard.
Every example traceable to source audit. Full provenance for compliance and auditability.
Models get safer between releases. No manual intervention needed. Just set and let it run.
Manual retraining is slow and reactive. ViriSIM automates the entire cycle.
| Capability | Manual Retraining | Other Tools | ViriSIM |
|---|---|---|---|
| Training Data Source | Manual curation | Basic logging | Auto from audit logs |
| Policy Generation | Manual writing | None | Auto from violations |
| Guardrail Injection | None | None | Pre-generation auto-inject |
| Scheduled Fine-Tuning | None | None | Recurring automation |
| Training Lineage | None | None | Full traceability |
| Cycle Automation | None | None | Full loop automated |
Get 2,000 free tokens. Run your first cryptographically sealed audit in under 30 minutes.
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