A 70-year-old man with COPD presents with increased breathlessness, increased sputum volume, and sputum purulence over the past 3 days. His FEV1 is 45% predicted. He has had 2 exacerbations requiring hospital admission in the past year. According to NICE guidelines, what is the most appropriate management in primary care?