API integration skills outperform prompt engineering on ROI

We allocated $20k to training staff on prompt tuning versus Python API wrappers. The integration team reduced cost-per-output from $0.04 to $0.008 within two weeks. Prompt tuning alone capped at 15% conversion improvement while automation drove 3x MRR growth.