Michael Lehman

Michael Lehman

IT Service and Platform Automation Architect

I bridge business strategy and modern service operations. I design service management, automation, agentic AI and observability solutions across the whole client lifecycle, from pursuit and bid support through transition, implementation and post-go-live optimization, and I partner with development and infrastructure teams who build them.

Drawn by
M. Lehman
Title
IT Service and Platform Automation Architect
Location
Ohio, USA (remote)
Dwg no.
ML-001
Rev
2026.09
Sheet
2 of 2

Solution architecture and pre-sales

  • Design and present service management, automation and observability solutions to bid teams and clients during pursuits and RFP responses.
  • Translate business, operational and non-functional requirements into tool-based architectures, with the value, trade-offs and outcomes spelled out.
  • Contribute solution architectures, proposals, demonstrations and executive-level presentations.

Automation and integration

  • Set automation strategy within service management: workflow, infrastructure and application automation, and event-driven remediation.
  • Architect web services, APIs, integrations and automation frameworks on modern standards (REST, JSON, event streams), partnering closely with development teams on implementation.
  • Keep automation and integrations aligned with business requirements as scope evolves.
  • Provide L2 and L3 architectural guidance for integration and automation solutions, and mentor production support teams.

Agentic AI architecture and enablement

  • Architect and pilot agentic AI in service management and operations, both to augment existing delivery roles and as a designed part of the platform.
  • Context and retrieval management: RAG, graph-based retrieval, knowledge grounding and context engineering, so agents stay accurate to the client environment.
  • Architectural direction for agent harnesses: tool and function-calling permissions, guardrails and prompt-injection defenses, in partnership with development teams.
  • Ontologies and knowledge structures that agents and integrations reason over.
  • Evaluation as part of the delivery lifecycle (accuracy, reliability, drift, regression), not a one-time check.
  • Agent observability: tracing, monitoring and explainability of agent decisions, integrated with infrastructure and application observability.
  • Integration mapping between agents, ESM and ITSM tooling, and enterprise systems.
  • AI governance and responsible AI: data privacy, model risk, human oversight and auditability.
  • Human-in-the-loop design: approval gates, escalation thresholds, and clear lines between automated and human-owned decisions.
  • Cost, token usage and latency as architecture decisions: model selection, context sizing and caching.
  • Helping clients and teams through the change and adoption questions agents raise for existing roles.

Observability and operational intelligence

  • Observability and monitoring architectures spanning infrastructure, applications, services, AI components and user experience.
  • Metrics, logs, traces, events and dependency mapping.
  • Integrating monitoring with service management for proactive incident management, automated response and faster root cause analysis.
  • AIOps and analytics to reduce noise, detect anomalies and support predictive and preventative operations.

Transition and delivery

  • Take part in every phase of transition programs, from pursuit and design through implementation and stabilization.
  • Planning, estimation, resourcing, risk and issue management, and technical decisions.
  • Make sure delivered solutions meet architectural, operational and security standards and are supportable at scale.

Practice and capability development

  • Build Service Integration and ESM practice capabilities.
  • Create reusable assets: reference architectures, design patterns, accelerators, white papers and business cases, now extending into agentic AI patterns.
  • Support innovation work in automation, agentic AI, observability and service operations.

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