Over 70% of teams misuse generative AI for non‑generative tasks, a trend Chip Huyen notes. He cites a case where a firm tried to use a model to optimize energy use, only to waste compute and inflate costs. Avoiding this pitfall saves budgets and speeds deployment. Practitioners should first verify a model’s fit before integration.