AI Engineer Cover Letter Template

Dear Hiring Manager, I’ve spent the last few years building AI systems that pair well with real products, not just papers. At a recent project I redesigned a model serving stack that cut inference latency in production by 40 percent on a target of under 150 ms. I’m interested in applying that kind of practical, end-to-end approach to [Company Name] and I’m keen to bring solid experience with Python, deep learning, and cloud platforms to your team. In terms of skills, I’ve worked across model development, evaluation, and deployment. I’m comfortable with PyTorch and TensorFlow, and I’ve led small MLOps cycles around CI/CD, feature stores, and monitoring. I value clear, maintainable code and practical test coverage, and I look for ways to align AI outputs with product goals and user needs. I’m especially interested in how [Company Name] handles integration of AI into customer apps and workflows. The problem I’m most proud of last year involved a collaborative effort with a data science squad and a dev team. We moved a core recommendation model to a cloud-based pipeline, implemented batch and real-time inference, and added A/B testing with guardrails. The project significantly improved engagement metrics while keeping latency and cost in check, and I learned a lot about balancing model quality with reliability in production. If it makes sense, I’d be glad to discuss how my hands-on background could fit toward your AI roadmap. I’m available for a chat and can share more concrete examples from [Previous Company] and current work. Kind regards, [Your Name]