Computational prediction of thermodynamic components with computational methods has become increasingly routine in computer-aided drug design. Although, there has been significant recent effort and improvements in the calculation of free energy, the prediction of enthalpy (and entropy) remains under-explored. Furthermore, there has been relatively little work reported so far that attempts to comparatively assess how well different force-fields and water models perform in conjunction with each other. Here, we report a comprehensive assessment of force fields and water models using host-guest systems that mimic many features of protein-ligand systems. These systems are computationally inexpensive possible because of their small size compared to protein-ligand systems. We present absolute enthalpy calculations using the multi-box approach on a set of 25 cucurbit[7]uril-guest pairs. Eight water models were considered (TIP3P, TIP4P, TIP4P-Ew, SPC, SPC/E, OPC, TIP5P, Bind3P), along with five force fields commonly used in the literature (GAFFv1, GAFFv2, CGenFF, Parsley and SwissParam). We observe that host-guest binding enthalpies are strongly sensitive to the selection of force-field and water model. In terms of water models, we find that TIP3P, and its derivative Bind3P are the best performing models for this particular host-guest system. The performance is generally better for aliphatic compounds than aromatic ones, suggesting aromaticity remains a difficult property to include accurately in these simple force fields.