Forward Deployed Engineer
Day job at NinjaCat. Embedding with enterprise marketing teams around the world — agent setups, multi-account ops, and complex workflow redesign.
I'm working on ai-native transformation for multi-account enterprise marketing agencies and brands. ai users aren't shopping for a tool. They want the work done. Most enterprise ai still hands people a copilot and asks them to figure out where it fits — so adoption becomes the bottleneck, and value never shows up.
Companies spend millions going ai-first. Day-to-day, nothing changes. The models are good enough. Process is the bottleneck. The bet is outcomes, not interfaces: build where the work already happens, push agents into the background of operations, and keep humans in control. The durable asset is the operational layer underneath the models — clients, people, data, decisions, rules, history.
All of it has to be human-first. The people at the front of transformation need empathy, and the ability to sell the future in a positive light.
Human-first agent deployment. Keep care in the loop. Build systems that widen what a person can be, and never ask them to disappear into the model.
Day job at NinjaCat. Embedding with enterprise marketing teams around the world — agent setups, multi-account ops, and complex workflow redesign.
Most AI deployments are broken — seats bolted on, tokenmaxxing, messy legacy workflows. Real value shows up when you redesign how work gets done, and why.