The drug resistance challenges in acute myeloid leukemia have been linked the hedgehog (HH) signaling pathway activation by many studies. Furthermore, studies have shown that the components of the HH pathway, including 12‐pass transmembrane receptor Patched (PTCH), the 7‐pass transmembrane signal transduction protein Smoothened (SMO), and all three GLI transcription factors, are expressed in AML. Thus, pharmacological inhibition of SMO in the HH signaling in these cells has anti‐leukemic effects. However, the first SMO inhibitor specific to AML (Glasdegib) has been approved based on improved overall survival rates, but alternative approaches are still required. Thus we employed druglikeness screening, molecular docking, molecular dynamics simulation, non‐equilibrium free energy and in silico pharmacokinetics profiling on bioactive compounds from Vernonia amygdalina against SMO protein target. From 30 bioactive compounds in V. amygdalina, 13 had drug‐like potential, 5 had binding energy between −9.2 to −9.9 kcal/mol. Cryptolepine, neocryptolepine and isocryptolepine with the least BE showed good stability, dynamics over 300 ns of MD run and higher binding affinities via the Jarzynski's identity. Hence, these bioactive compounds may serve as potential drugs for the treatment of acute myeloid leukemia by targeting the SMO protein after wet lab experiments.