Using image embedding and evaluating 100s billion parameter LLM for OCR is like hunting rabbits using Yamato’s 18in naval gun.
You are perhaps imagining more constrained scenarios of straight lines of consistent text on a page with well-known artifacts of "noise" (smudges, print imperfections, and so on).