# GenAI Engineer Resume: Feedback Request > Source: > Published: 2026-07-25 18:47:48+00:00 # GenAI Engineer Resume: Feedback Request 3.6 years of industry experience building production AI systems is a solid foundation, but the jump to a dedicated AI Engineer role often requires a very specific way of framing achievements. I'm currently polishing my own profile and looking for a critical eye on how to present GenAI work without sounding like I'm just "using an API." If anyone has experience reviewing resumes for LLM-centric roles, I'd appreciate a look. I'm trying to move away from generic descriptions and toward a more real-world, impact-driven narrative. My background is a B.Tech in Computer Science, and I'm targeting roles in India or remote positions in the UAE. Since the market is getting saturated with "AI wrappers," I want to make sure my production experience actually stands out to hiring managers. I'm specifically looking for a deep dive into a few areas: **Technical Framing:** Am I highlighting the right parts of the AI workflow? I want to emphasize deployment and scalability over just "prompting."**Red Flags:** Are there gaps in my stack or phrasing that make me look like a beginner despite the years of experience?**Job Hunting:** Any specific strategies for finding high-quality LLM agent or GenAI roles that aren't just flooded with 1,000+ applicants on LinkedIn? If anyone has experience reviewing resumes for LLM-centric roles, I'd appreciate a look. I'm trying to move away from generic descriptions and toward a more real-world, impact-driven narrative. [Next Replication Lag →](/en/threads/3314/) ## All Replies （4） Z Are you using RAG or fine-tuning for the production systems you mentioned? 0 A Had to rewrite my bullet points to focus on latency and costs to actually get interviews. 0 R That's a huge point. Most people just list tools, but showing you can actually optimize for production is key. 0 J try adding specific tokens/sec or cost savings numbers, that usually catches a recruiters eye. 0