About Scrutari

Engineering Absolute Trust

We build verifiable, memory-safe AI systems for environments where software failure has real-world consequences — from deep underground mining operations to healthcare revenue integrity.

The Mission

Moving Beyond the “Black Box”

Enterprise AI has reached a critical inflection point. Organizations no longer need more speculative algorithms — they need intelligence that is verifiable, secure, and resilient enough to operate where connectivity fails and downtime costs lives.

Scrutari AI was founded on a singular premise: mission-critical software must be fundamentally trustworthy. Whether auditing billions in healthcare revenue cycles or monitoring structural integrity of underground mining equipment, we believe AI should illuminate its reasoning — not obscure it.

Every system we build generates mathematically verifiable audit trails and delivers zero-latency performance. We don’t just build applications — we engineer digital trust.

Verifiable

Cryptographic audit trails for every detection event. Immutable records that stand up to regulatory scrutiny and ESG reporting.

Secure

Memory-safe by design. Compiled with Rust’s ownership model, eliminating entire classes of runtime vulnerabilities at the compiler level.

Resilient

Offline-first architecture. Our systems operate at full capacity with zero internet connectivity — by design, not as a fallback.

BB

Boubacar Barry

Founder & Chief Architect

Experience13+ Years
FocusEnterprise Architecture
EducationPh.D. Candidate, Engineering & Computational Sciences
UniversityTennessee State University
HQNashville, TN, USA
SCRUTARI AI LLC
Leadership

The Architect Behind Scrutari

Scrutari AI is led by Boubacar Barry, a Senior Enterprise Architect with over 13 years of deep technical expertise designing high-throughput, secure infrastructure for regulated industries.

Operating at the intersection of advanced academic research and enterprise execution, Boubacar is currently pursuing a Ph.D. in Engineering and Computational Sciences at Tennessee State University. This academic rigor informs every architectural decision at Scrutari — ensuring systems are grounded in peer-reviewed science and computational stability.

Track Record

Enterprise Scale

Architected and managed data pipelines processing tens of millions of events at a global financial institution, demonstrating capacity to handle massive data flows under strict compliance.

Government Infrastructure

Built centralized Single Sign-On (SSO) infrastructure for a U.S. state government, integrating deep knowledge of cybersecurity, vulnerability analysis, and penetration testing.

Mission-Driven Development

Developed healthcare applications that demonstrate a foundational commitment to using technology to solve acute human challenges.

The Rust = Trust Philosophy

Our competitive advantage is our architecture. We reject the bloated, vulnerability-prone legacy stacks that dominate enterprise AI.

Every core engine at Scrutari — from our industrial Edge-Guard appliance to the Project Helios backend — is written natively in Rust. This is the same safety standard currently being adopted by major aerospace, automotive, and defense manufacturers.

By leveraging Rust’s compile-time memory safety guarantees, we eliminate entire classes of runtime bugs and cyber-vulnerabilities before a single line of code reaches production. The result: systems that process massive data volumes in seconds, run efficient deep learning models on edge devices, and operate with absolute reliability even when internet connectivity fails.

0
Runtime Memory Bugs
0
Garbage Collector Pauses
0
Cloud Dependencies

Where We Operate

Headquartered in Nashville, Tennessee. Deployed to industrial frontiers globally. We act as specialized investigators for your data and infrastructure.

Healthcare & Finance

The Forensic Layer

Operating from the healthcare capital of Nashville, we serve as a forensic intelligence layer for revenue cycle leaders and compliance teams.

Automated revenue cycle appeals and recovery
Compliance with evolving state and federal legislation
Verifiable audit trails for every recovered dollar
Sovereign data processing — your data never leaves your control
Mining & Heavy Industry

The Safety Integrator

Deploying globally to industrial frontiers, we deliver offline-first edge AI that detects infrastructure fatigue before it fails — protecting workers in the most remote environments on earth.

Real-time structural integrity monitoring
Falling object prevention and corrosion detection
EAM integration with SAP PM and IBM Maximo
Global deployment: North America, West Africa, Asia-Pacific

We scale intelligence, not hardware.

Partner with Scrutari

Whether you’re exploring edge AI for industrial safety or seeking a forensic compliance layer for healthcare revenue, we’d welcome a conversation about how Scrutari can fit into your operations.