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Sam Berryman

@samberryman

I’m a Lead Engineer and Strategic Advisor building forensic AI systems that automate operations and turn data into actionable intelligence.

United States

Message

What I'm looking for

I architect high-trust systems through forensic auditing and strategic planning. I diagnose systemic friction to scale AI-driven operations— transforming technical debt into clinical executive impact. I bridge infrastructure with long-term strategy, ensuring every workflow is a high-signal asset optimized for absolute operational integrity and measurable growth.

I’m the Lead Engineer for Haven Universal, architecting a “forensic career tool” that reduces administrative friction while maximizing executive leverage. I specialize in the intersection of intelligence-layer AI and strategic operations, with a clinical, zero-fluff engineering standard.

On the AI side, I architect systems using LLM Prompting, RAG fidelity, and LLM orchestration to deliver high-trust, actionable intelligence. I integrate services via REST APIs and LangChain, and I apply stylometric fingerprints to automate scoring strictly from 1 to 10.

On the operations side, I drive financial migration, technical issue triage, workflow automation, and process improvement. In prior work, I directed multi-state expansion and engineered a comprehensive financial overhaul that reduced monthly administrative expenditure from ten hours to just one.

Experience

Work history, roles, and key accomplishments

Current

Lead Engineer

Current

Haven Universal

Feb 2026 - Present (4 months)

Architecting a multi-service forensic engine for automated job market auditing. Engineered RAG-based data extraction to identify high-risk 'Sinkhole' listings, achieving a 95% accuracy rate in detecting fraudulent or low-trust data patterns and reducing candidate search friction by estimated 60%.

RAG Python SQL Power BI scikit learn Workflow Automation Lang Chain

Current

Strategic Advisor to CEO

Current

ParkView Live

Feb 2025 - Present (1 year 4 months)

Directed multi-state market expansion, resulting in a 30% increase in market share within one year; Re-engineered financial reporting systems, reducing manual entry by 40% and accelerating cycles by 3 days; Promoted from Intern to Associate for delivering high-trust intelligence and operational strategy

Strategic Operations Market Intelligence Financial Overhaul Workflow Automation Financial Modeling Data Analysis Stakeholder Management

Operations & Admissions Coordinator

SeaChange

Oct 2021 - Dec 2022 (1 year 2 months)

Orchestrated the high-acuity admissions funnel, increasing qualified lead conversion by 18%; Redesigned intake workflows to reduce administrative costs by 25% while maintaining 100% compliance, Transformed manual admissions into a data-driven engine, stabilizing volume and operational throughput

Operations Management Process Improvement Workflow Management Record keeping Data Integrity Vendor Management Compliance

Education

Degrees, certifications, and relevant coursework

University of Houston

Bachelor of Arts, History

2024 - 2025

Grade: GPA: 3.5

Activities and societies: Spanish Minor; Active participation in Spanish Language Literature Club, Cougars in Recovery, Italian Circle; Guest Speaker at several events for the Dean of Students Office

Bachelor of Arts in History at the University of Houston with a Spanish minor. Specialized in complex forensic research, military history, and Balkan strategic analysis.