When an Image Pipeline Becomes an Expense: The Reverse Guide to Costly Image-Model Mistakes

There comes a moment in every visual-AI project where the demo looks brilliant and the invoice arrives uglier than expected. The post-mortem often starts the same way: a quick prototype, an early win, and then a slow, expensive collapse as edge cases...