Security Reviews for AI & Web by Michael BennettSecurity Reviews for AI & Web by Michael Bennett
Security Reviews for AI & WebMichael Bennett
Cover image for Security Reviews for AI & Web

What problem I solve

As AI systems and modern web applications become more complex, it becomes harder to identify security risks, governance gaps, and architectural weaknesses before they become costly problems.
I provide an independent technical review of your application's security posture, AI workflows, and system architecture, helping you identify high-priority risks and practical improvements before they impact your business.

What I deliver

Independent security architecture review
AI workflow and agent security assessment
Prioritized findings with risk levels and recommended remediation
Governance and human oversight review for AI systems
Post-quantum readiness assessment where applicable
Executive-friendly report suitable for technical teams and business stakeholders
Practical recommendations that can be implemented incrementally

Ideal projects

AI applications and agent-based systems
SaaS platforms
APIs and backend services
Internal business tools
Startup technical due diligence
Security design reviews before production deployment

Evidence

Recent work includes:
OQTOPUS — identified an integrity verification gap in a quantum computing workflow and contributed a security attestation implementation through an upstream pull request.
QuantumShield Core — designed a governed AI security operations platform emphasizing auditability, human approval workflows, and replayable decision history.
OpenClaw ecosystem — performed security analysis of an AI agent framework with emphasis on governance, operational risk, and supply-chain considerations.

Additional expertise

Additional proprietary security research, architecture documentation, operational runbooks, and implementation examples are available under NDA or upon request for qualified engagements.

What you'll receive

A structured written assessment
Prioritized remediation roadmap
Clear explanations suitable for both technical and non-technical stakeholders
One follow-up review to answer implementation questions
Starting at$1,000
Duration2 weeks
Tags
Security Review AI Security Python NIST Post-Quantum Risk Assessment
Service provided by
Michael Bennett Takoma Park, USA
Security Reviews for AI & WebMichael Bennett
Starting at$1,000
Duration2 weeks
Tags
Security Review AI Security Python NIST Post-Quantum Risk Assessment
Cover image for Security Reviews for AI & Web

What problem I solve

As AI systems and modern web applications become more complex, it becomes harder to identify security risks, governance gaps, and architectural weaknesses before they become costly problems.
I provide an independent technical review of your application's security posture, AI workflows, and system architecture, helping you identify high-priority risks and practical improvements before they impact your business.

What I deliver

Independent security architecture review
AI workflow and agent security assessment
Prioritized findings with risk levels and recommended remediation
Governance and human oversight review for AI systems
Post-quantum readiness assessment where applicable
Executive-friendly report suitable for technical teams and business stakeholders
Practical recommendations that can be implemented incrementally

Ideal projects

AI applications and agent-based systems
SaaS platforms
APIs and backend services
Internal business tools
Startup technical due diligence
Security design reviews before production deployment

Evidence

Recent work includes:
OQTOPUS — identified an integrity verification gap in a quantum computing workflow and contributed a security attestation implementation through an upstream pull request.
QuantumShield Core — designed a governed AI security operations platform emphasizing auditability, human approval workflows, and replayable decision history.
OpenClaw ecosystem — performed security analysis of an AI agent framework with emphasis on governance, operational risk, and supply-chain considerations.

Additional expertise

Additional proprietary security research, architecture documentation, operational runbooks, and implementation examples are available under NDA or upon request for qualified engagements.

What you'll receive

A structured written assessment
Prioritized remediation roadmap
Clear explanations suitable for both technical and non-technical stakeholders
One follow-up review to answer implementation questions
$1,000