IBM's FM-eval and AWS's FMBench enable reproducible, consistent evaluation of foundation models. Support both fine-tuning and prompting modes with academic and business benchmarks. Makes "which model should we actually use" answerable with data instead of vibes. Price-performance comparison becomes trustworthy and systematic, not guesswork dressed up as strategy.