I built a Flow Metrics MCP server to get out of Excel
From manually maintaining Jira history to asking Claude for flow metrics and forecasts when the team needs them.
I lead teams building AI systems for SAP and stay hands-on with architecture and code. We've delivered 3 systems to production: contract automation, migration planning, and enterprise documentation retrieval. I also work on machine learning and MLOps.
I led six engineers building and operating services for the My BMW and MINI apps on a platform delivering over 11 million notifications a day. I owned production readiness and release support, and coordinated architecture and delivery with 30+ teams across four countries.
From manually maintaining Jira history to asking Claude for flow metrics and forecasts when the team needs them.
Using AI agents well is an engineering skill. Companies should budget for learning and sharing what works.