Comprehensive characterization is essential to understand and control the variability in nanoparticle properties. Techniques like TEM, SEM, XRD, and FTIR provide detailed information on morphology, crystal structure, and surface chemistry. Reliable characterization ensures that nanoparticles meet the desired specifications for their intended applications.