
AI Software Development: A Practical Guide for Business Leaders
Here is the failure pattern Arsum diagnoses most often – and it is not the one you expect. The system works. The team uses it. Outputs roughly match what was promised in the pilot. And eighteen months later, ROI is unconfirmable – because the workflow around the system was never redesigned to act on its outputs. The AI does its job. The process did not change. Finance cannot validate what was spent, so the next AI project cannot clear budget approval, and the organization concludes that AI underdelivered. ...