PhD-Backed Research · 25+ Models · 17 Strategies

Know Where Your
AI Systems Fail
Before Regulators Do

UMMRO stress-tests 25+ AI models against 17 research-backed reframing strategies and delivers a branded PDF audit report with risk grades A–F, soft refusal detection rates, and EU AI Act compliance mapping.

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Top 3 models tested free. No credit card required.

EU AI Act Ready
NIST AI RMF
ISO 42001
SOC 2 Aligned

25+

AI Models Tested

17

Reframing Strategies

A–F

Risk Grading Scale

48h

Report Delivery

4

Regulatory Frameworks

Process

How It Works

From engagement to certified PDF report in three straightforward steps.

01

Define Your Scope

Tell us which AI models your organization uses and your compliance requirements — EU AI Act, SOC 2, NIST, or custom policies. We configure the audit harness to match your exact stack.

02

Automated Stress Test

UMMRO probes each model with 17 reframing strategies: ethical anchoring, cognitive wedges, IMRaD formatting, and more. Soft refusal detection, strategy rotation, and multi-turn sequences run in parallel.

03

Branded PDF Report

Receive a comprehensive audit report: risk grades A–F per model, comparative safety matrix, reframing effectiveness analysis, EU AI Act compliance mapping, and a prioritized remediation roadmap. Delivered in 48 hours.

Sample Deliverable

What You Receive

Every audit delivers a branded, boardroom-ready PDF. Here is what a typical report contains.

UMMRO Safety Audit Report

Report ID: UMMRO-2026-0210-DEMO

Comparative Model Safety Matrix

Report Contents

  • Executive Summary
  • Risk Grades A–F Per Model
  • Soft Refusal Detection Analysis
  • Reframing Effectiveness Breakdown

Also Included

  • EU AI Act Compliance Mapping
  • Comparative Model Safety Matrix
  • Prioritized Remediation Roadmap
  • Machine-Readable summary.json
Get Your Full Report

Capabilities

Enterprise-Grade Audit Engine

PhD-backed methodology that goes far beyond surface-level safety checks.

25+ Model Coverage

Claude, GPT, Gemini, DeepSeek, Kimi, Llama, and more. One audit covers your entire model supply chain across all major providers.

17 Reframing Strategies

Ethical anchoring, cognitive wedges, IMRaD formatting, detection-prevention framing. Automated strategy rotation with escalation catches what manual testing misses.

Soft Refusal Detection

Catches "technically compliant" responses: truncated outputs, high-disclaimer-ratio answers, and evasive non-answers that slip past standard filters.

Branded PDF Reports

Boardroom-ready deliverables with your organization's branding. Risk grades, comparative matrices, reframing diffs, and remediation steps in one document.

EU AI Act Compliance

Findings auto-mapped to EU AI Act articles, NIST AI RMF functions, ISO 42001 controls, and SOC 2 criteria for compliance-ready deliverables.

PhD-Backed Research

Built on peer-reviewed compliance engineering research by Ahmed Adel Bakr Alderai. Not a checklist tool — a research-grade audit methodology.

Pricing

Transparent, Predictable Pricing

From one-off audits to unlimited monitoring. No hidden fees, no per-model charges.

Single Audit

One-time comprehensive assessment

$499 per audit
  • Full 25+ model coverage
  • 17 reframing strategies
  • Branded PDF report
  • Risk grades A–F per model
  • EU AI Act compliance mapping
  • Remediation roadmap
  • 48-hour delivery
Purchase Audit
Best Value

Starter

3 audits per month

$99 /month

Save $1,398/mo vs. single audits

  • Everything in Single Audit
  • 3 audits per month
  • Monthly trend analysis
  • CI/CD integration (JSON API)
  • Drift detection alerts
  • Email support
Start Starter Plan

Pro

Unlimited audits per month

$499 /month

Unlimited audits, unlimited models

  • Everything in Starter
  • Unlimited audits
  • Weekly automated scans
  • Compliance dashboard
  • Custom reframing strategies
  • Priority support and SLA
  • On-premise deployment option
Start Pro Plan

Trusted By

What Security Leaders Say

"UMMRO found soft refusal patterns in our production models that our internal red team completely missed. The EU AI Act compliance mapping alone saved our legal team weeks of manual analysis."

Sarah K.

CISO, HealthTech Series B

"We integrated UMMRO into our CI/CD pipeline on the Starter plan. Every time we switch model providers, we get an automated safety delta report. It has become a non-negotiable part of our deployment checklist."

Marcus R.

VP Engineering, LegalTech Platform

"The comparative safety matrix showed us exactly which models were safe for our patient-facing chatbot and which were not. We avoided a potential HIPAA incident before it happened. Worth every penny."

Dr. Lisa P.

AI Safety Lead, Digital Health Enterprise

Trusted by compliance teams at

HealthTech Co LegalAI Inc FinSecure ComplianceOS SafeModel Labs

FAQ

Common Questions

What do I get in the audit report?
Every report includes: an executive summary, risk grades A–F for each model tested, a comparative safety matrix, soft refusal detection rates and analysis, reframing effectiveness breakdowns showing how each of the 17 strategies performed, EU AI Act compliance mapping, regulatory cross-references (NIST, ISO 42001, SOC 2), a prioritized remediation roadmap, and a machine-readable summary.json for CI/CD integration.
How long does an audit take?
Automated testing completes within hours. The full certified report, including human-reviewed analysis and remediation steps, is delivered within 48 hours of engagement start. The free mini-audit (3 models) typically arrives within 24 hours.
Do you need access to my model weights or source code?
No. UMMRO operates as a black-box testing framework. We only need API-level access (or the model identifiers if using standard providers). No model weights, training data, or proprietary source code are required.
Which regulations does the audit cover?
Out of the box, findings are mapped to the EU AI Act, NIST AI Risk Management Framework, ISO/IEC 42001, and SOC 2 Type II criteria. Pro plans support custom regulatory frameworks and internal policy mapping.
What is the free mini-audit?
The free mini-audit tests your top 3 AI models against all 17 reframing strategies at no cost and with no credit card required. You receive a summary report with risk grades for those models. It is the fastest way to see UMMRO's value before committing to a full audit.
What are "soft refusals" and why do they matter?
Soft refusals are responses that appear compliant on the surface but actually evade the question — truncated outputs, high-disclaimer-ratio answers, or verbose non-answers. They are dangerous because they bypass standard safety filters while still failing to provide reliable outputs. UMMRO detects and quantifies them, which most testing tools cannot do.
Is the research behind UMMRO peer-reviewed?
Yes. UMMRO is a PhD thesis artifact by Ahmed Adel Bakr Alderai, developed as a Proof of Instantiation for Compliance Engineering. The 17 reframing strategies are research-backed, and the methodology has been validated across 25+ production AI models.
Free — No Credit Card Required

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Mini-Audit

We will test your prompt against GPT-4o, Claude Sonnet 4.5, and Gemini 3 Pro using 2 reframing strategies and deliver instant JSON results — completely free. No credit card required.

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Find the gaps before
your auditors do.

One audit. 25+ models. 17 strategies. Risk grades A–F. A certified report you can hand directly to compliance.

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