Due to insect damage in their crops, farmers worldwide suffer huge output losses, ranging from 5 to 30 per cent, plus an additional 3 to 20 per cent in post-harvest losses. Various techniques, including biological, cultural, and physical approaches, are used to lessen these problems. But the advent of new technology, especially artificial intelligence (AI), has created fresh opportunities for efficient pest control. This article investigates the use of artificial intelligence (AI), specifically CNN models, to locate pests, track their numbers, and forecast possible pest outbreaks. Farmers can be proactive before they hit the Economic Injury Level (EIL) by implementing AI systems.