Enterprise Risk

Findings are not risks. AIRRP connects the underlying enterprise story.

AIRRP correlates findings, enterprise relationships, dependencies and control context into governed risks so the risk register reflects enterprise impact rather than a flat list of assessment issues.

Governed contextTraceable decisionsHuman accountability
Why it matters

One risk can be supported by many findings.

A privacy gap, cloud weakness, vendor dependency and application finding may all contribute to the same underlying enterprise risk. AIRRP preserves those contributing sources while avoiding a one-finding-one-risk explosion.

01

Correlation

Match new findings to existing risks where the underlying risk is shared.

02

Risk Creation

Create governed risks when no appropriate risk exists.

03

Validation

Require review where reasoning or matching needs human confirmation.

04

Risk Decisions

Treat, accept, avoid or transfer using governed decision records.

05

Treatment

Track owners, milestones, evidence plans and residual risk.

06

Portfolio

View active versus historical risk with filters, saved views and provenance.

Assessment-generated and intelligence-generated risks belong in one portfolio.

Converge risk sources

AIRRP is designed to converge findings from governed assessments with risks identified through enterprise risk intelligence, while keeping provenance visible.

  • Assessment findings
  • Application context
  • Cloud and infrastructure exposure
  • Vendor dependencies
  • Privacy and regulatory context
  • Enterprise Risk Intelligence
Executives need clarity; reviewers need proof.

Summary first, lineage always available

The portfolio can present consolidated risk themes and status while preserving drill-down into contributing findings, subjects, evidence, controls, decisions and treatment history.

  • Active vs historical views
  • Search, filter, sort and pagination
  • Saved portfolio views
  • Risk provenance
  • Detailed drill-down
AI reasoning assists; humans remain accountable.

Risk decisions remain governed

AIRRP can assist matching, explanation and contextual reasoning, but validation, decision authority and treatment approval remain governed human actions at defined boundaries.

  • Validation gates
  • Decision ownership
  • Maker-checker where required
  • Audit trail
  • Residual-risk governance
See AIRRP in context

From Context to Confidence.

Turn disconnected findings into a risk portfolio leadership can actually govern.