LLMs, on the other hand, operate under different incentives. It’s in a company’s best interest to initially release the strongest model, top the benchmarks, and then quietly degrade performance over time. Unlike traditional software, LLMs have low switching costs, users can easily jump to a better alternative. That makes it more tempting for companies to conceal model downgrades to prevent user churn.