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AI for Good Innovate for Impact



                   Use Case - 6: Generative AI-Driven Full-Process Computer-Aided

               Design                                                                                               4.5: Manufacturing









               Organization: AInnovation Technology Group Co. Ltd.

               Country: China

               Contact Person(s):

                    Cheng Yan, chengyan@ ainnovation .com
                    Wang Fei, wangfei@ ainnovation .com


               1      Use Case Summary Table

                Item            Details

                Category        Manufacturing
                Problem         Traditional CAD software features complex interfaces and high usage
                Addressed       thresholds, demanding stringent experience from operators.
                Key Aspects of   Industrial Multimodal LLMs powered, ChatCAD, Text-to-CAD, Image-to-
                Solution        CAD, Natural Language Driven, Design Requirements Understanding,
                                Interactive Design, Proprietary Domain-Specific Language (DSL) Frame-
                                work
                Technology      Industrial Multimodal LLMs, DSL for Generative CAD, Synthetic Data,
                Keywords        Supervised Fine-tuning (SFT), Retrieval-Augmented Generation (RAG)
                Data Availability  Private

                Metadata (Type   Texts and images
                of Data)

                Model Training   AInno-75B Industrial Multimodal LLM[1] fine-tuned with large-volume
                and Fine-Tuning  synthetic data in the CAD area, incorporating our proprietary DSL for
                                precise representation of CAD elements.

                Testbeds or     Integrated by the CAD software of Bentley Systems (a world-class CAD
                Pilot Deploy-   software provider) with MVP product development completed in Q4 2024.
                ments           Currently being promoted to commercial clients for feedback collection to
                                enhance generalization capabilities.
                                With 95% of F1 score



               2      Use Case Description


               2�1     Description

               Traditional CAD software features complex interfaces and high usage thresholds, demanding
               stringent experience from operators. AInnovation has introduced industrial large model




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