Generative AI development relies on more than machine learning expertise. Teams need domain experts who can craft and iterate prompts. Full-stack engineers integrate models through APIs and implement retrieval augmented generation or fine-tuning when needed. Collaborative tooling lets product managers and engineers version prompts, run evaluations and monitor performance. With proper workflows, existing product teams can adapt to AI work instead of hiring specialists.