All articles
AI StrategyApril 2, 2026 · 9 min
Evaluating eval: stop scoring models, start scoring outcomes
Benchmark accuracy is a vanity metric in production. Here's the evaluation harness we ship with every engagement.
Outcome eval
We score the workflow's output, not the model's output. The difference is the difference between a research project and a deployment.
SI
Sana Iqbal
Staff Engineer