ROBERT DURANIV
RDIV / STRATEGY / RESEARCHLIVE ARCHIVE

R/IV / MANAGED VERIFICATION

ONE AI WORKFLOW. THREE ADVERSARIAL TESTS. A DEFENSIBLE EVIDENCE REPORT.

Verify one AI-assisted workflow through adversarial tests, provenance reconstruction, failure analysis, and a human-reviewed executive and technical evidence report.

[ COMMERCIAL SERVICE ]

We define three meaningful failure or adversarial scenarios around one workflow. Depending on the system, those tests may challenge source provenance, tool or provider failure, unsupported synthesis, hidden dependency, contradictory evidence, model substitution, or the handoff between machine output and human action.

01

What you receive

The deliverable combines an executive finding with a technical evidence record: the workflow examined, tests performed, observed behavior, source/provenance path where available, failure and control gaps, unresolved limitations, and prioritized remediation questions. The result is human-reviewed before release.

02

Who it is for

The Sprint is designed for law firms, AI companies, consultants, healthcare and financial organizations, policy teams, and enterprises using AI in a workflow that matters enough to verify but is not yet ready for a large audit or implementation.

03

What it is not

This is not a certification, penetration test, legal opinion, or blanket declaration that an organization is AI safe. It is a bounded verification engagement focused on one defined workflow and three agreed tests.

04

How it works

Purchase the Sprint, identify the AI workflow you want verified, and provide the access or records appropriate to the engagement. We bound the question, define the tests, reconstruct relevant evidence and behavior, preserve limitations, and deliver the reviewed report.

[ NEXT STEP ]

START THE VERIFICATION SPRINT

$2,500 one-time. Consequential findings remain human-reviewed and bounded to the admitted record.

[ SERVICE BOUNDARY ]

BOUNDED EVIDENCE.
NO FALSE CERTAINTY.

R/IV reports state what the reviewed record supports, conflicts with, or leaves unresolved. They are not legal, medical, accounting, investment, or regulatory advice unless separately contracted for that purpose.