Trust & Compliance
Explainable by designAI transparency and oversight
Document how the deterministic agents behave, how much human oversight is active, and how the system maintains a visible audit trail for compliance reviewers.
Pending oversight
10
Generated artifacts still waiting on analyst approval, rejection, or override.
Approved outputs
7
Artifacts already accepted by a human reviewer across controls, issues, risks, and actions.
Sensitive records
2
Incident packages flagged by the Data Classification Agent as requiring tighter review.
AI transparency panel
This MVP uses deterministic agent logic so every generation path can be explained and reviewed.
Generation mode
Deterministic simulation
Rules derive RCA, issue framing, control posture, risk types, and recommended actions from incident text.
Human control points
Review queue actions allow approval, rejection, or override before an output becomes an accepted record.
Traceability
Every generated or reviewed artifact can be traced through the audit trail viewer below.
Human oversight stats
Operational guardrails that show where human review is still active.
Review coverage
37%
Share of current reviewable outputs that already have human approval.
Open review load
10
Controls, issues, risks, and actions that still require a human decision.
Data classification agent
Basic P0–P4 text classification with sensitive-data flagging across seeded incident packages.
Vendor access review evidence overdue
P3StandardStandard internal business content was detected.
Customer data export after Snowflake role misconfiguration
P1SensitiveSensitive data indicators were detected and should remain under restricted review.
Payment outage due to API misconfiguration
P1SensitiveSensitive data indicators were detected and should remain under restricted review.
Disclaimers
Explicit product caveats for safe usage during the MVP phase.
Audit trail viewer
Chronological system and reviewer events that support governance and traceability.
Review Rejected
Jul 15, 2026, 10:53 AM
Human Reviewer acted on risk risk-data-residual.
Review Rejected
Jul 15, 2026, 10:53 AM
Human Reviewer acted on control control-data-export.
Review Rejected
Jul 15, 2026, 10:53 AM
Human Reviewer acted on control control-data-export.
Review Approved
Jul 15, 2026, 10:53 AM
Human Reviewer acted on issue issue-data-002.
Review Approved
Jul 11, 2026, 2:10 AM
Human Reviewer acted on issue issue-vendor-003 for Vendor access review evidence overdue.
Evidence Overdue
Jul 11, 2026, 1:30 AM
Evidence Monitor acted on evidence evidence-access-review for Vendor access review evidence overdue.
Exports Paused
Jul 10, 2026, 3:27 AM
Security Operations acted on action action-data-pause for Customer data export after Snowflake role misconfiguration.
Sensitive Data Flagged
Jul 10, 2026, 3:20 AM
Agent:Classification acted on incident inc-data-002 for Customer data export after Snowflake role misconfiguration.
Anomalous Export Detected
Jul 10, 2026, 3:18 AM
Connector:Snowflake acted on incident inc-data-002 for Customer data export after Snowflake role misconfiguration.
Breach Record Created
Jul 8, 2026, 8:52 AM
Agent:Breach acted on breach breach-payments-001 for Payment outage due to API misconfiguration.
Controls Classified
Jul 8, 2026, 8:49 AM
Agent:Controls acted on control control-pay-monitoring for Payment outage due to API misconfiguration.
Rca Generated
Jul 8, 2026, 8:47 AM
Agent:RCA acted on rca rca-payments-001 for Payment outage due to API misconfiguration.
Incident Ingested
Jul 8, 2026, 8:45 AM
System acted on incident inc-payments-001 for Payment outage due to API misconfiguration.