Diagnosis is typically based on clinical assessment and confirmed by measuring the level of methemoglobin in the blood using a co-oximeter. Other tests may include arterial blood gas analysis to assess oxygen levels and pulse oximetry, though the latter can be misleading in methemoglobinemia cases.