Background. We developed an atherosclerotic rabbitmodel and tested pioglitazone as a drug intervention for early vascular calcification. Positron emission tomography/computed tomography (PET/CT) was used to evaluate inflammation and therapeutic effects. Methods. We randomly divided 20 male New Zealand white rabbits into a pioglitazone-treated group (n = 10) and a control group (n = 10). Atherosclerosis was induced via a high-cholesterol diet and endothelial denudation. The animals were maintained on a hyperlipidemic diet for 16 weeks after surgery, and the treatment group received pioglitazone daily. Serum samples were obtained at 8 and 18 weeks postoperatively to assess high-sensitivity C-reactive protein (hs-CRP) and matrix metalloproteinase-9 (MMP-9) concentrations. Sixteen rabbits underwent a mid-stage PET/CT scan at week 8, and 11 rabbits underwent an end-stage PET/CT scan at week 18. PET/CT parameters, including the mean standardized uptake value (SUVmean) and maximum standardized uptake value (SUVmax), were measured and documented. Results. There were significantly lower hs-CRP and MMP-9 levels in the pioglitazone group at week 18 (p < 0.01). At the end of the 8th week, no significant between-group differences in SUVmean and SUVmax were observed. From week 8 to week 18, the SUVmean and SUVmax decreased in the pioglitazone group but the SUVmean increased in the control group, with significant between-group differences at the end of the 18th week (p < 0.01). Histopathological examination of aortas in the control and pioglitazone groups revealed significantly smaller plaque area, macrophage density, and tissue calcification area in the latter group. Conclusion. Pioglitazone affects early vascular microcalcification, and pioglitazone-induced changes can be assessed using F-18-FDGPET/CT.