Recent developments in spectroscopy and imaging techniques are being explored for on-line food quality monitoring. The use of artificial intelligence in spectroscopy is reportedly advancing the field, with potential applications in food inspection and quality control. The integration of ai and spectroscopy may also have broader implications for food traceability and waste prevention.