When less is more: Why less precision and fewer parameters carry enterprise AI

Running Llama 70B as an on-demand cloud inference endpoint costs roughly $16,000 per month. Running Llama 8B costs about $734. For teams where an 8B model meets the quality bar for their workload, that gap is very hard to ignore.The question enterprise teams are asking is rarely, “how do we get the most powerful model?” It is almost always, “how do we get a model that’s fast enough, accurate enough, and affordable enough to run reliably in our environment?” Those are different questions, and they often lead to different answers, pointing toward smaller models more often than teams expect.The c