Hema has seamlessly integrated its proprietary AI Crab Inspector system into the supply chain management framework for hairy crabs. This system harnesses the power of multimodal detection and deep learning technologies, having been rigorously trained on tens of millions of samples. It facilitates a fully automated quality inspection process for hairy crabs from start to finish. The system boasts an inspection efficiency that surpasses manual methods by over 30-fold, coupled with an impressive grading accuracy rate of 98.7%. This not only slashes inspection costs but also minimizes losses stemming from erroneous detections. Consumers have the convenience of accessing AI inspection metrics through traceability codes. Looking ahead, Hema envisions broadening the scope of its crab inspection models to encompass a wider array of categories and is committed to developing a dynamic pricing mechanism. This initiative aims to bolster the intelligent and standardized progression of the fresh produce sector.