| Which molecular structure or conformer is most stable? |
Geometry optimization, conformer search, frequency analysis |
Optimized geometry, relative energy, imaginary frequency check |
Choose the structure for spectra, docking, synthesis, or property analysis |
| Why does a compound show a specific reactivity pattern? |
DFT calculation, frontier orbital analysis, MEP, charge distribution |
HOMO-LUMO, Fukui-related descriptors, electrostatic surface, charge map |
Identify reactive sites, substituent effects, and chemical liabilities |
| Which reaction pathway is more favorable? |
Reaction mechanism and transition-state calculation |
Intermediates, transition states, activation barrier, free-energy profile |
Optimize route, catalyst, solvent, temperature, or reaction conditions |
| Can quantum-level modeling improve binding interpretation? |
Interaction energy, QM/MM, or focused quantum-region calculation |
Interaction energy, charge transfer, polarization, metal coordination, protonation effects |
Prioritize analogs, explain SAR, or refine a binding hypothesis |
| Which material, surface, or catalyst candidate is better? |
First-principles calculation, adsorption analysis, catalyst cycle modeling |
Adsorption energy, diffusion barrier, electron transfer, band-related properties |
Select material candidates for synthesis, testing, or further simulation |
| Can theoretical spectra help confirm molecular identity? |
Spectrum prediction and chemical shift analysis |
IR, UV, NMR, ECD, fluorescence, VCD, chemical shift values |
Support structure assignment, isomer identification, and experimental interpretation |