AI Engineer - Routing & Network OptimizatioAbout GallatinAt Gallatin, we are rebuilding defense logistics for the warfighters of the United States and allied forces. We take an AI-first approach to modernizing how materiel, fuel, and equipment move from factory to foxhole-so commanders and operators can make faster, better, and safer decisions under uncertainty.
We believe that transformational systems are built shoulder-to-shoulder, not over Zoom, and we operate from our offices in El Segundo, California and Austin, Texas.
About the RoleWe're looking for an AI Engineer - Routing & Network Optimization to own how supplies, vehicles, and materiel move across Gallatin's global distribution networks.
In this role, you will build the systems that determine how things move through time-phased, capacity-constrained, and risk-aware networks at scale. Your work transforms AI-driven intent and operational demand into optimal, executable routes across thousands of assets and nodes.
You will work closely with feasibility, packing, optimization, and AI-agent teams to ensure routing decisions are correct, scalable, and resilient under real-world operational volatility.
What You'll DoBuild & Own Routing and Network Models- Design and implement routing models across transportation, warehousing, and resupply networks.
- Encode constraints related to:
- Distance and time
- Asset and lane capacity
- Availability, readiness, and risk
- Support multi-hop, time-phased, and event-aware routing across dynamic networks.
Algorithm Engineering & Optimization- Implement and tune routing solvers using exact, heuristic, and hybrid algorithms.
- Scale routing algorithms to large graphs, real-time updates, and uncertain inputs.
- Evaluate tradeoffs between solution quality, runtime, and operational robustness.
Network Data Ownership- Own routing datasets including nodes, edges, costs, capacities, and constraints.
- Validate and maintain network representations used by all routing and planning systems.
- Handle data gaps, uncertainty, and changing network conditions without breaking execution.
Production Integration- Integrate routing systems into real-time and batch planning pipelines.
- Partner with feasibility, simulation, and execution teams to validate route executability.
- Support scenario testing, what-if analysis, and iterative optimization based on real operational feedback.
What We're Looking ForStrong Engineering & Optimization Skills- Strong programming skills in Python or similar, with experience translating mathematical models into production-grade systems.
- Experience integrating routing or optimization algorithms into live planning pipelines with monitoring, validation, and performance tuning.
Operations Research & Network Optimization Background- Degree or equivalent experience in Operations Research, Applied Math, Industrial Engineering, Computer Science, or related field.
- Strong foundation in:
- Graph theory and network optimization
- Shortest-path algorithms (Dijkstra, A*, Bellman-Ford)
- Network flow models (max flow, min cut, min-cost flow)
- Experience with VRP, capacitated routing, or routing with time windows.
- Experience with large-scale graphs, time-expanded networks, or multi-commodity flow models.
- Hands-on experience with modeling languages and solvers such as Pyomo, GAMS, AMPL, CPLEX, or Gurobi.
Systems Thinking
- Ability to reason about scale, uncertainty, and time-dependent systems.
- Comfort owning routing logic and data end-to-end.
- Strong performance, correctness, and reliability mindset in high-stakes environments.
Bonus Points- Experience with vehicle routing or transportation systems.
- Experience working alongside simulation or digital-twin teams.
- Exposure to defense, government, or mission-critical logistics.
- Experience with ML models, experimentation (A/B testing), or causal inference.
- Experience in data operationalization and production analytics.
Why Gallatin?- Build the core routing engines that power modern defense logistics.
- Work on real operational problems where minutes, miles, and misroutes matter.
- Collaborate with AI, optimization, and defense experts in a fast-moving, mission-driven startup.
- Competitive compensation including generous equity, 100% employer-paid health insurance, 401(k), unlimited PTO, and catered meals.
This position requires the ability to obtain and maintain a U.S. security clearance and work in classified environments when necessary.
If you're not excited about building the routing intelligence behind modern warfare logistics, this role isn't for you.