Amazon's VLM grader reached 94% accuracy only after OCR and a small classifier
Amazon Marketplace froze the foundation model, fused holistic and readability signals, and trained a cheap calibrator. Anthropic's 207,049 sessions and GPT-6 Cyber show why task and scope diagnostics still matter.