BACKGROUND The aim of this network meta-analysis (NMA) was to evaluate the safety and efficacy of intravenous (IV) Meloxicam 30mg (MIV), an investigational non-steroidal anti-inflammatory drug (NSAID), and certain other IV non-opioid analgesics for moderate-severe acute postoperative pain. METHODS We searched PubMed and CENTRAL for Randomized Controlled Trials (RCT) (years 2000-2019, adult human subjects) of IV non-opioid analgesics (IV NSAIDs or IV Acetaminophen) used to treat acute pain after abdominal, hysterectomy, bunionectomy or orthopedic procedures. A Bayesian NMA was conducted in STATA (v15.0) to rank treatments based on the standardized mean differences in sum of pain intensity difference from baseline up to 24 hours postoperatively (Sum of pain intensity difference: SPID 24). The probability and the cumulative probability of rank for each treatment were calculated, and the surface under the cumulative ranking curve (SUCRA) was applied to distinguish each treatment by efficacy and safety where higher SUCRA values indicated better outcomes. Treatments were also compared by frequency of opioid-related adverse events (ORADEs) including gastrointestinal and respiratory and reduction in morphine milligram equivalents (MME). The study protocol was prospectively registered with by PROSPERO (CRD42019117360). RESULTS Out of 2,313 screened studies, 27 studies with 36 comparative observations were included, producing a treatment network that included the four non-opioid IV pain medications of interest (MIV, ketorolac, acetaminophen, and ibuprofen). MIV was associated with the largest SPID 24 for all procedure categories and comparators. The SUCRA ranking table indicated that MIV had the highest probability for the most effective treatment for abdominal (89.5%), bunionectomy (100%), and hysterectomy (99.8%). Significantly lower MME was associated with MIV for abdominal (vs acetaminophen, ibuprofen and ketorolac), bunionectomy (vs acetaminophen), hysterectomy (vs acetaminophen and ketorolac) and orthopedic procedures (vs acetaminophen and ibuprofen). Odds of ORADEs were significantly higher for all comparators vs MIV for orthopedic (gastrointestinal) and hysterectomy (respiratory). CONCLUSIONS MIV 30mg may provide better pain reduction with similar or better safety compared to other approved IV non-opioid analgesics. Caution is warranted in interpreting these results, as all comparisons involving MIV were indirect.