Significant advances in artificial intelligence (AI) over the past decade may potentially lead to dramatic effects on clinical practice. Digitized histology represents an area ripe for AI implementation. We describe several current needs within the world of gastrointestinal histopathology, and outline, using currently studied models, how AI can potentially address them. We also highlight pitfalls as AI makes inroads into clinical practice.