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This paper benchmarks ten OCR systems on Devanagari script under synthetic degradation and real scans, finding that synthetic renders overstate quality, specialized OCR-VLMs are fragile, and strong English OCR does not predict Indic OCR performance. It releases a benchmark, code, and models.