Near-Zero Deployment Friction for AI Substitutes
#1Deploying AI grading and Q&A tools in university settings requires only an LMS plugin, API key, and administrator approval—no capital expenditure, no regulatory clearance, no retraining of existing non-TA staff. Gradescope AI integrates directly into Canvas and Blackboard with a few configuration steps. Custom GPT deployments can be stood up by a single technically-literate faculty member in hours. Unlike industrial automation which requires retrofitting physical infrastructure, AI TA substitution is a software decision with near-zero switching cost, making it trivially easy for budget-pressured administrators to act on.