AI verification across healthcare, legal, defense, and estate operations
DarkDeck stops AI hallucinations before they reach operators making life-critical decisions. Built by Ehab Allababidi in Chicago after seeing the catastrophic risk of unverified AI in clinical, legal, defense, and fiduciary contexts. The system works. The demos are live. The telemetry is yours to audit. If you're deploying AI where errors have consequences, this is the verification architecture you need.
Status
Functional system • Live across 4 verticals
Proof
Run demos yourself • Audit the telemetry
Verticals
Medical, Legal, Defense, Estate operational
Access
Book briefing • Get sandbox • Verify claims
Why this exists
- Healthcare: AI outputs medical recommendations without verification. Clinicians need to see citations, confidence scores, and audit trails before they act on any AI-generated clinical guidance.
- Legal: Law firms can't risk hallucinated case citations in discovery or client briefings. Every legal research output needs source verification and conflict checking before it goes into a filing.
- Defense: Intelligence analysts making tactical decisions need verified threat assessments, not probabilistic guesses. ROE compliance and source attribution aren't optional in military contexts.
- Estate & asset protection: Wealth teams require grounded valuations, jurisdiction checks, and regulatory audit trails before executing transactions for high-net-worth clients. Fabricated data breaks fiduciary duty.
- The solution: Multi-model ensemble where every output gets independently verified, force-cited, and judged before release. If grounding fails, the system blocks the output and logs the failure for audit. All four verticals are live—run them yourself from the homepage.
No marketing claims • Just working demos and audit logs
We burned two months with other teams and still didn't have a compliant launch plan. Ehab mapped our entire peptide stack and delivered a regulator-ready playbook in 72 hours. He understood the supply chain, AI work processes, and legal exposure better than the teams who built them—then showed us how to ship without a single regulatory hiccup.
Our business was stagnant—marketing wasn't working, operations felt manual, and we had no path to scale. Ehab rebuilt the entire site, added an affiliate program that generated immediate revenue, and automated our dispatch workflows. Within weeks we went from barely surviving to actually growing. He didn't just fix the tech—he revived the business.
Next milestones
- November 2025 · Clinical: Hospital telemetry rehearsal in Chicago to finalize the integration runbook and publish the verification checklist for bedside deployment sign-off.
- November 2025 · Legal: Discovery workflow co-design with AmLaw partners to harden cite-check pipelines and trial privilege-aware logging ahead of pilot filings.
- December 2025: Defense mission briefing dry run for an air-gapped deployment scenario with local command advisors and operational security validation.
- January 2026: Launch first production pilots across all four verticals with co-designed verification protocols and regulator-ready audit documentation.
Each milestone ships with updated telemetry and architecture docs—shared with design partners first.
What you get in a briefing
- • Live demonstration of any vertical (Medical, Legal, Defense, Estate) with verification layers fully exposed
- • Complete telemetry export with raw model outputs, adjudication logic, and failure documentation
- • Regulator Q&A template covering HIPAA, privilege protection, and operational security requirements
- • Sandbox access so your technical team can reproduce every run and verify the architecture
If the system fails, we document it in the same deck. No redactions.
Ehab Allababidi
Founder & Chief Security Officer
Built DarkDeck after recognizing the catastrophic risk of unverified AI in healthcare, legal discovery, and defense intelligence. If you're deploying AI where mistakes have consequences, you need verification architecture that actually works—not vendor promises.
Leading all architecture, verification design, and partner engagements directly from Chicago—ensuring every system component meets operational security and audit standards. Looking for design partners across all four verticals who understand the stakes and want to co-build production pilots.
Design partner criteria
- • Hospital systems deploying clinical AI that need verification and audit trails
- • Law firms requiring cite-checked research for discovery and high-stakes litigation
- • Defense organizations evaluating intelligence analysis and decision-support systems
- • Estate and fiduciary teams demanding verified valuations and jurisdiction checks
- • Technical leaders who want to audit the verification architecture firsthand
System operational
Functional demos live now. Telemetry available on request. No fluff—just the product and the proof.