floor staff. Its technology combines edge computer vision with large language models to monitor metrics such as count, sizing, weight, freshness, handling scores, and structural defects. BluecatchAI offers CatchReport for remote commercial seafood grading and supply chain visibility, allowing buyers to review catch quality, freshness estimates, and high-resolution visuals before auctions. It also offers SmartShed for poultry and egg production environments, enabling itemized counting, sizing, weight tracking, and automated defect detection across aviaries and production lines. These systems support inventory logistics, reduce blind procurement, and provide data needed to optimize throughput in large-scale food production operations.