Perhaps I'm misunderstanding the market dynamics; but isn't AMDs real opp inference over research? Training etc still happens on NVDA but inference is somewhat

Perhaps I'm misunderstanding the market dynamics; but isn't AMDs real opp inference over research? Training etc still happens on NVDA but inference is somewhat easy to do on vLLM et al with a true ROCm backend with little effort?