In MCC AIQ Round-3 2025 for Government General MD/MS seats, highly competitive branches like Radiodiagnosis, Dermatology, and General Medicine closed at very low ranks, confirming their continued top demand. Core clinical branches such as Paediatrics, OBGY, Pulmonary Medicine, Orthopaedics, and General Surgery showed steady upward movement from Round-1 to Round-3. Non-clinical and para-clinical branches like Psychiatry, Ophthalmology, ENT, and Anaesthesia remained more accessible, offering realistic options for candidates with higher ranks. Overall, Round-3 provided meaningful opportunities for upgradation, making rank-based and branch-wise analysis crucial for future NEET PG counselling strategy.