Traffic congestion in road transportation presents a significant issue for both developed and developing nations. This research leverages artificial intelligence (AI) to assess, retime, and analyze pre-timed traffic signals in the Oredo local government area of Edo State, where vehicle volume has recently surged. Traffic data, including vehicle flow, composition, and movement, was manually recorded at 15-minute intervals.