About me

Generative AI architect, enterprise systems builder, and senior technical operator.

I help organizations architect and implement AI-powered systems that are secure, scalable, and built around real business outcomes. 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 turning ambiguous business requirements into production systems with clear execution paths
What clients get

Senior judgment backed by real implementation capability

I work with founders, operators, and internal teams that need a senior technical leader who can set direction, make hard tradeoff calls, 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 no one is clearly connecting business goals, system design, and delivery execution.

Working style

Decisive, security-aware, and execution-focused

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 expectations are high, systems matter, and execution has to hold up under pressure.

Technical alignment

Capabilities that support enterprise AI and systems delivery.

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