About me

Generative AI architect, systems designer, and senior technical operator.

I help organizations design and implement AI-powered systems that are secure, scalable, and aligned with real business needs. My background spans generative AI, multimodal and voice workflows, cloud platforms, enterprise infrastructure, and hands-on software delivery.

Photo of Mark Herod

Professional profile

  • 20+ years across AI, cloud, infrastructure, operations, and client-facing delivery
  • Hands-on with Python services, React front ends, APIs, workflow automation, and real-time systems
  • Experienced with OpenAI, Azure OpenAI, Azure AI Services, Docker, Kubernetes, AWS, GCP, and enterprise integration work
  • Known for translating ambiguous business requirements into production-minded solutions
What clients get

Senior judgment with real implementation capability

I work well with founders, operators, and internal teams that need a senior technical partner who can shape direction, evaluate tradeoffs, and still go hands-on where it matters.

I am especially valuable when a project is strategically important, technically messy, or at risk of stalling because there is no clear bridge between business goals and system design.

Working style

Practical, security-aware, commercially useful

I bring a strong security and governance lens shaped by infrastructure and CEH training, without losing sight of speed, usability, or business outcomes. I work best in environments where clarity, trust, and execution matter more than hype.

Technical alignment

Capabilities that support modern AI and systems delivery.

Azure OpenAIOpenAI APIsRAG patternsCognitive SearchPythonReactFastAPI & FlaskWebSocketsWebRTCDockerKubernetesAzure / AWS / GCPPostgreSQL & SQLitePower BI