Marsh
Applied AI Lead
Deploying AI coding agents and applied AI workflows in a global consulting environment.
2026-Present
Applied AI Deployment Lead
Juan M. Ramos
Applied AI deployment leader with 14+ years across product, GenAI, and enterprise rollout. I move teams from ad hoc AI use to scaled, measurable adoption in complex enterprise environments.
What I Do
I work in the forward-deployed AI lane: embedding with teams, mapping complex business processes, and turning expert work into AI-callable workflows that can survive real enterprise rollout.
At Marsh, I lead applied AI deployment in a global consulting environment, helping teams use AI coding agents and frontier model tooling to codify expert methodology, prototype agentic systems, and move from ad hoc AI usage to measurable adoption patterns.
Previously at Amazon and AWS, I was Principal Product Manager Tech for GenAI, where I shipped a $121M annual time-savings meeting summarization product and deployed LLM tools to 14,000+ employees, including target workflows with a 40% measured productivity improvement.
AI-callable workflowsEval patternsRetrieval architecturesModel failure modesEnterprise AI rolloutAdoption patterns
Experience
Amazon | AWS
Principal Product Manager Tech, Gen AI; Sr PM, People Experience and Technology
$121M meeting summarization product, LLM tooling for 14,000+ employees, and people-technology rollout across Amazon.
2021-2026
Dekra
People Manager + Product Manager
People operations, product ownership, and digital transformation programs.
2018-2021
Apple
Sr Project Manager, People Ops
People operations programs and service delivery across EMEA teams.
2015-2018
Abengoa
Data & Analytics Specialist
Analytics, reporting, and HR systems work across international operations.
2011-2015
Current Work
Typr AI
Open-source AI notepad with meeting transcription, retrieval over past discussions, and a local plus frontier model architecture.
TranscriptionRetrievalLocal modelsFrontier models
Open source
rhams.studio
Independent advisory and applied AI work focused on AI coding agents, agentic development workflows, and AI-assisted building.
AI coding agentsWorkflow designApplied AI
Advisory
Codex Skills Reference Guide
A field reference for creating repeatable Codex workflows, documenting operating patterns, and packaging reusable agent instructions.
Codex SkillsAgent workflowsReference systems
Public reference
Writing
Deployment Notes: Notes on deploying AI in the enterprise. From the field, not the deck.
SubstackAI coding agent deployment articles
Published LinkedIn notes on moving AI coding agents from individual experimentation into team-level deployment practice.
LinkedInCodex Skills Reference Guide
A public reference for designing repeatable Codex workflows, reusable skill instructions, and operating patterns.
ReferenceDeployment Notes
A forthcoming Substack publication on deploying AI in the enterprise, written from implementation work rather than vendor decks.
Substack