Abstract Background Heart failure (HF) is a prevalent syndrome linked to significant morbidity and mortality, especially in those with comorbid conditions like diabetes, hypertension, and atherosclerotic cardiovascular disease. Early detection and intervention are crucial. Natriuretic peptides, particularly NT-proBNP, are promising biomarkers for identifying at-risk individuals, but their use in primary care settings is not fully understood. Methods This prospective cohort study enrolled 874 participants aged 40 and above with documented risk factors for HF, such as diabetes mellitus, hypertension, metabolic syndrome, obesity, atherosclerotic cardiovascular disease, genetic variants for cardiomyopathy, or exposure to cardiotoxic agents. NT-proBNP levels were measured in blood samples collected at primary care clinics, and participants underwent comprehensive cardiac evaluations at a referral hospital. Clinical characteristics, laboratory findings, electrocardiography, and echocardiography results were recorded. Results The study included 874 patients with at least one risk factor for HF, with a mean age of 62.5 ± 9.1 years and 51.9% female. According to the 2022 AHA/ACC/HFSA HF Guideline, 69.1% were Stage A HF, 21.9% Stage B HF, and 9% Stage C HF. Clinical characteristics, laboratory and echocardiographic findings are shown in Picture 1. The majority had hypertension (71.1%), while other prevalent comorbidities included diabetes mellitus (43.4%), dyslipidemia (35.2%), obesity (27.1%), and atherosclerotic cardiovascular disease (26.2%). Laboratory findings showed a significant decrease in HbA1C, eGFR, LDL, triglycerides, and hemoglobin from Stage A to C HF. Median NT-proBNP levels rose from Stage A to C HF (46.4 pg/mL in Stage A, 219 pg/mL in Stage B, and 268.5 pg/mL in stage C), with 84.8% of Stage B HF patients exhibiting elevated levels. NT-proBNP levels were correlated positively with left atrial volume index, left ventricular mass index, age, E/e’, and estimated systolic pulmonary artery pressure levels. Conversely, NT-proBNP levels showed a negative correlation with estimated glomerular filtration rate and left ventricular ejection fraction. Among Stage C patients, 92.4% had HFpEF. The Picture 2 depicted the study's design and outcomes, providing a comprehensive visual representation. Conclusion NT-proBNP screening in primary care settings identified a substantial proportion of individuals with undiagnosed HF, particularly those in Stage B and Stage C. The high prevalence of HFpEF underscores the need for comprehensive evaluation and management strategies targeting this population. Early detection facilitated by NT-proBNP screening may lead to timely interventions and improved outcomes in individuals at risk for HF.