AI struggles with small low-resolution picture because it relies on statistical patterns rather than true understanding. Low-resolution images lack the data points needed for clear identification, forcing the AI to "hallucinate" details based on probability. Without enough pixel information, it mistakes digital noise for real features, leading to distorted or nonsensical results. There are several AI tools specifically designed to handle low-res images better, however Claude built this bespoke fit-for-purpose app in about 10 minutes.
A short story on how the Invoice Generator icon evolved across 10 iterations