Many organizations are eager to adopt AI agents and large language models (LLMs), but struggle to move beyond pilots and into meaningful operational use. I help companies working in logistics, mobility, infrastructure, and industrial ecosystems integrate LLMs and AI agents into their real-world workflows — not as gimmicks, but as productivity tools embedded in core systems. Whether you’re exploring smart routing, automated planning, field service support, or intelligent user guidance, I bring 30+ years of experience bridging deep tech and field operations. I specialize in aligning innovation strategy with adoption readiness, using lean pilots and measurable outcomes. I’ve worked with startups, corporates, and research consortia on real-world AI applications across Europe and Asia — from autonomous mobility to geospatial agents to sensor-driven robotics. My consulting is pragmatic, ecosystem-aware, and always focused on building things that actually work.