Disparate Elements, LLC
When the stakes are high, checklists aren’t enough.
We put AI systems through controlled, high-pressure scenarios to expose weaknesses, test decision logic, and reveal whether they can stand under real-world stress.
If your AI will be making calls that affect lives, reputations, or mission-critical systems, it needs resilience, not just compliance.
Core Service Areas
- Ethical cognition & decision logic evaluation
- Adversarial prompt & constraint testing
- Bias detection (cultural, political, operational)
- Real-world scenario simulation
- Failure mode analysis
- Post-test vulnerability reports
- Custom scenario design
Upcoming: AI Scenario Test Engine — self-guided or embedded simulation suite for in-house risk modeling.
How We Work
Manual Engagement (Currently Available)
- Initial Consultation – Define risk profile, use case, and target model.
- Scenario Selection or Design – Choose from our library or co-create a scenario tailored to your deployment.
- Live Test Administration – Conducted by D. Davis (aka Ніхто), Founder, using structured adversarial and ethical simulation methods.
- Post-Engagement Report – Includes vulnerability breakdown, optional reconstructed transcript, and synthesized conclusions.
Engine-Based Testing (Coming Soon)
- Web-based or locally deployable engine
- Scenario packs available for license
- Tiered access for organizations, developers, and auditors
- Operator-assisted sessions for sensitive use cases
Engagement Tiers
| Tier | Scope |
| Tactical Snapshot | One targeted scenario to establish baseline ethical stability. |
| Operational Package | Multiple scenarios with in-depth analysis, annotated findings, and comprehensive reporting. |
| Strategic Audit | Full custom engagement: consult, design, test, analyze. Multi-model options with executive-level deliverables. |
Why This Matters
Your AI will be tested by the world whether you prepare for it or not. We ensure those tests happen before your system meets the public, regulators, or adversaries.
Benefits
- Prevent catastrophic model behavior
- Surface vulnerabilities before deployment
- Strengthen alignment with human ethical frameworks
- Gain third-party documentation for investors, compliance, or legal teams
Engage the Test
Contact: D. Davis (aka Ніхто) — Founder, Disparate Elements, LLC
📧 nikhto@disparateelements.net
Include in your inquiry:
- Target model/version
- Intended use case
- Timeline for engagement
You’ll receive a response within 48 hours. If your model can survive our test, it’s ready for the world. If it can’t, you’ll know exactly why — and how to fix it.