The reviewer

Independent judgment, signed by a named professional.

LeftOut Security has one clear accountability boundary: AI can assist the evidence work, but it does not issue the assessment.

TS

Tom Schreier, CISSP

Founder and Principal Security Reviewer with more than 15 years across security operations, cloud security, vulnerability management, enterprise architecture, and NIST-aligned governance.

Tom now focuses that experience on a problem many traditional reviews underweight: how AI systems inherit authority, consume untrusted instructions, cross trust boundaries, and create business exposure through the tools and workflows around the model.

CISSP 15+ years cybersecurity Security architecture Cloud security Vulnerability management Security operations NIST-aligned governance Federal + regulated environments
Why LeftOut exists

The failure is rarely the thing everyone was staring at. It is the thing left out of scope.

The application team sees features. The model team sees evaluations. The cloud team sees infrastructure. The governance team sees policy. The buyer sees a questionnaire.

LeftOut Security follows what those views left out: identity, data, delegated authority, retrieval, tools, approvals, external actions, and the evidence needed to defend a decision.

Working principles

Useful to the people who decide and the people who ship.

01

Evidence before confidence

Assertions are labeled as assertions. Unknowns remain visible. A polished diagram does not make a claim true.

02

Business impact before theater

Technical conditions are tied to decisions, exposure, customer trust, and accountable owners—not fear value.

03

Independence before expansion

The assessment does not become a sales funnel for implementation work. Your team or chosen partner owns the fix.

Human accountability

Every final conclusion is reviewed and signed by Tom.

AI may help organize evidence, surface inconsistencies, test reasoning, and accelerate document production. It does not determine the final finding, risk decision, or professional conclusion.

No borrowed authority

Experience is context, not endorsement.

Professional experience and framework familiarity inform the review. LeftOut Security does not imply endorsement by an employer, government agency, standards body, model provider, or technology vendor.

Work together

Need a defensible decision about an AI system with real authority?

Start with a short, non-sensitive overview. If the assessment is a fit, the next step is a focused consultation and written scope.

Request a Consultation