Shanghai releases an action plan for AI empowering industrial services, targeting an application penetration rate of over 85% by 2028

"Shanghai Action Plan for Accelerating the High-Quality Development of AI-Empowered Industrial Services (2027-2028)" Source: Shanghai Municipal Commission of Economy and Informatization Release time: 2026-10-23 16:23 AI policy-generated poster Support enterprises in accelerating breakthroughs in key technologies such as device-cloud collaborative inference, dynamic scheduling of heterogeneous computing power, and software-hardware collaborative optimization, and use knowledge distillation, model quantization, and structured pruning to accelerate the development of lightweight vertical small models deeply adapted to self-developed AI chips, comprehensively improving high-precision real-time inference performance on the edge side.

To implement the national strategic deployment on promoting AI empowerment of new industrialization, seize the opportunity of AI technological innovation, accelerate the deep embedding of high-value industrial services into the entire production and manufacturing process, improve the supply quality of industrial services, and drive manufacturing toward the high end of the value chain, this action plan is formulated.

I. Overall Goals

Guided by full-chain AI empowerment and with next-generation intelligent manufacturing as the main direction, implement the "Model-Shaping Shanghai Services" action, comprehensively improve the supporting capacity of industrial services, develop R&D and design, supply chain services, flexible manufacturing services, quality inspection, and equipment operation and maintenance, and focus on enhancing core industrial competitiveness.

By 2028, the penetration rate of AI applications in industrial services will reach over 85%, and strive to cultivate 10 digital-intelligent native unicorn enterprises. Build 5 industry-level collaborative design platforms; focus on key areas such as high-end equipment and complete vehicle manufacturing to improve supply chain resilience and security; promote 500 high-quality enterprises to build flexible manufacturing service systems and create Shanghai advanced-level smart factories; popularize embedded quality inspection in key industries such as integrated circuits and new energy vehicles; further improve equipment predictive operation and maintenance service capabilities. Provide strong support for the city to accelerate the advancement of new industrialization and build a modern industrial system.

II. Implement the Full-Chain Service Upgrade Action

1. Develop new types of R&D and design. Support enterprises in building model-driven product R&D and virtual pilot testing platforms, accelerate the development of platform-based design and generative design, and provide up to 10 million yuan in support. Encourage R&D and design enterprises to deepen the application of AI technology, build full-process collaborative workbenches for fields such as fashion consumer goods and automobiles to shorten product R&D cycles; focus on biomedicine and new materials to carry out generative R&D applications and accelerate the discovery and validation process of innovative drugs and key materials; around the integrated circuit industry, deepen applications such as AI-EDA and code-assisted development to promote high-end and systematic product development. Around future industries, explore new paradigms of AI for science R&D. Promote R&D software enterprises to accelerate technological transformation and improve AI programming capabilities. (Responsible units: Shanghai Municipal Commission of Economy and Informatization, Shanghai Municipal Science and Technology Commission)

2. Strengthen supply chain service capabilities. Support industrial e-commerce in developing integrated manufacturing services that go deep into production links such as BOM collaboration, order scheduling, and material matching, and provide up to 10 million yuan in support; support supply chain service enterprises in using AI technology to build supply chain management systems, embed intelligent procurement and logistics scheduling into production links, and achieve an intelligent closed loop from sourcing to delivery, with up to 5 million yuan in support. Encourage chain leader enterprises in integrated circuits, high-end equipment, and complete vehicle manufacturing to open supply chain collaboration scenarios to industrial service enterprises and drive intelligent upgrading of upstream and downstream. (Responsible unit: Shanghai Municipal Commission of Economy and Informatization)

3. Strengthen flexible manufacturing services. Support enterprises in tackling technologies such as automatic drawing parsing and intelligent process planning, build intelligent scheduling and dispatching hubs, and provide up to 20 million yuan in support; support enterprises in innovating new manufacturing models with agents and agent combinations as the basic units, develop AI-driven flexible production line solutions, and provide up to 10 million yuan in support. Encourage enterprises in fields such as discrete processing and precision assembly to promote flexible collaborative operation of industrial robot clusters and build factory system architectures with efficient collaboration between information systems and physical equipment. (Responsible unit: Shanghai Municipal Commission of Economy and Informatization)

4. Innovate embedded online quality inspection. Encourage key manufacturing enterprises in integrated circuits, new energy vehicles, and fashion consumer goods to cooperate with industrial service enterprises to promote online inspection equipment into workshops and onto production lines, achieve integration of production, inspection, and correction, and improve production line first-pass yield. Support enterprises in tackling 3D visual perception technology, exploring CIS+SoC fusion technology, and accelerating the development of high-end area-scan global shutter and line-scan image sensors, with up to 20 million yuan in support. Support enterprises in building AI inspection equipment deeply integrated with industrial vision models, accelerate breakthroughs in first sets (sets), and provide no more than 20 million yuan in support. (Responsible unit: Shanghai Municipal Commission of Economy and Informatization)

5. Improve predictive operation and maintenance levels. Support enterprises in tackling fault prediction algorithms, precision sensing technology, digital twin engines, etc., and provide up to 20 million yuan in support. Support enterprises in fields such as steel and metallurgy, petrochemicals, and high-end equipment to promote the coupling and collaboration of multimodal equipment data with time-series models and mechanistic models, build equipment predictive maintenance solutions, and provide up to 10 million yuan in support, achieving real-time monitoring of production equipment status, precise fault warning, and dynamic life assessment. Encourage manufacturing enterprises to accelerate the opening of underlying equipment data and promote interconnection among devices across brands and categories. (Responsible unit: Shanghai Municipal Commission of Economy and Informatization)

III. Implement the Innovation Foundation Breakthrough Action

6. Strengthen the creation of intelligent tools. Support enterprises in tackling technologies such as industrial agent task planning, tool use, long-term memory, mutual recognition and interoperability, and swarm collaboration, accelerate the development of key components such as perception, decision-making, and execution, and improve the agent toolchain. Encourage enterprises to make forward-looking arrangements in physical AI, focusing on breakthroughs in core technologies such as world model construction, multimodal physical perception, virtual-real interaction, and autonomous decision-making. Support industrial software enterprises in breaking through core technologies such as geometric kernels and solvers, and improve product systems such as cloud-based computer-aided design and computer-aided engineering. Provide up to 20 million yuan in support for enterprises carrying out the above technological breakthrough projects. (Responsible unit: Shanghai Municipal Commission of Economy and Informatization)

7. Promote the construction of industry data foundations. Support enterprises in accelerating core technology breakthroughs such as ontology modeling, knowledge graph construction, and multi-source heterogeneous data fusion, provide high-quality dataset construction services for manufacturing, and offer up to 20 million yuan in support. Encourage manufacturing enterprises to accumulate reusable process rules, data association logic, and industry knowledge models, and strengthen the integration of industrial mechanisms with agent decision models and the interaction adaptation between agents and industrial systems. (Responsible unit: Municipal Economic and Information Technology Commission)

8. Advance research and development of edge-side lightweight models. Support enterprises in accelerating breakthroughs in key technologies such as device-cloud collaborative inference, dynamic scheduling of heterogeneous computing power, and software-hardware collaborative optimization, and use knowledge distillation, model quantization, and structured pruning to accelerate the development of lightweight vertical small models deeply adapted to self-developed AI chips, comprehensively improve high-precision real-time inference performance on the edge side, and offer up to 20 million yuan in support. (Responsible unit: Municipal Economic and Information Technology Commission)

IV. Implement the Model-Data Resonance Empowerment Action

9. Improve the programming and engineering capabilities of foundation models. Promote foundation model enterprises to focus on breakthroughs in core technologies such as long-sequence code task planning, multimodal collaborative programming, and interpretable code reasoning, accelerate the development of specialized programming agents, and improve full-process autonomous development capabilities in complex engineering, including requirements analysis, architecture design, code generation, and testing; optimize engineering support such as localized deployment and real-time response for industrial control, rely on collaborative carriers such as the "Model-Data Resonance" space to accelerate the application of foundation models in industrial service scenarios, and create "characteristic agents" for the industrial services field. (Responsible unit: Municipal Economic and Information Technology Commission)

10. Strengthen the supply of high-value industry corpus services. Promote deeper cooperation between corpus companies and manufacturing enterprises and industrial services enterprises, fully implement the "Master Craftsman Experience Corpus Project," strengthen the construction of high-value corpus libraries such as industrial drawings, material parameters, defect samples, equipment manuals, failure cases, and maintenance work orders, and build "industry-specific high-quality datasets" covering multiple modalities. Support corpus companies in researching and developing simple, easy-to-use data governance toolchains covering multiple modalities for industrial scenarios, encourage innovative production-accompanying corpus service models, establish and improve dataset evaluation mechanisms, and promote deep linkage among corpora, models, and agents. (Responsible unit: Municipal Economic and Information Technology Commission)

11. Reduce the cost of using intelligent elements. Support enterprises in calling third-party large model APIs deployed on cloud platforms, or adopting private deployment of third-party large models, to advance vertical applications of large models, and provide up to 5 million yuan in subsidies. Encourage industrial intelligent computing cloud platforms to provide low-code agent development platforms to industrial services enterprises and launch computing power benefit programs for enterprises. Support enterprises in renting non-affiliated intelligent computing resources for large model and agent research, development, and application, and provide up to 30% rental subsidies. Support enterprises in purchasing high-quality corpora for model and agent research, development, and application, and provide up to 5 million yuan in subsidies. (Responsible unit: Municipal Economic and Information Technology Commission)

V. Implement the Ecosystem Integration and Co-construction Action

12. Build a collaborative innovation system. Support manufacturing enterprises in opening production line scenarios, MES interfaces, etc., and carry out pilot-first use of online quality inspection equipment. Encourage insurance institutions to enrich multi-insurance product supply for the trial use of new products and new equipment in scenarios such as flexible manufacturing and online quality inspection, and reduce the first-use risks of flexible production lines and online inspection. Encourage enterprises to actively try AI industrial services, optimize supplier access thresholds, and remove restrictions such as revenue scale, years since establishment, and prior performance. Optimize policies for the application of first sets of equipment, first editions of software, and first batches of materials, and improve the system for supporting the application of independent innovation products. Include high-quality talent in the industrial services field in the Oriental Talent Program and the special reward system for talent in key industry fields. (Responsible units: Municipal Economic and Information Technology Commission, Municipal State-owned Assets Supervision and Administration Commission, Shanghai Financial Regulatory Bureau)

13. Accelerate the creation of benchmark scenarios. Support enterprises in carrying out intelligent transformation around production and manufacturing links, integrate full-chain innovative applications such as R&D and design, smart supply chains, flexible manufacturing, embedded quality inspection, and predictive operation and maintenance, create benchmark scenarios that integrate software and hardware, are data-driven, and form closed-loop services, and form a batch of typical experience that is replicable and easy to promote. For enterprises with high scenario integration, obvious application results, and strong demonstration and driving effects, provide up to 10 million yuan in support. (Responsible unit: Municipal Economic and Information Technology Commission)

14. Carry out large-scale training and promotion. Organize and carry out special FDE training in the industrial services field, cultivating no fewer than 100 people each year. Support enterprises in carrying out employee vocational training in core fields of industrial services, and provide training subsidies according to regulations. Implement the "Help Enterprises Increase Efficiency" action, organize special matchmaking and docking according to scenario needs, increase the promotion of innovative products, and promote new models and new applications of industrial services to the whole society. (Responsible units: Municipal Economic and Information Technology Commission, Municipal Human Resources and Social Security Bureau)

VI. Strengthen Overall Work Coordination and Guarantees

15. Strengthen the construction of working mechanisms. Relying on the municipal-level AI industry working mechanism, strengthen overall leadership and organization and implementation of AI-enabled industrial services work, and relevant departments shall coordinate and advance according to the division of responsibilities. Optimize the support directions of special funds for promoting high-quality industrial development, and encourage relevant entities to actively carry out technological breakthroughs and scenario construction. (Responsible units: All relevant units)

16. Establish a dynamic cultivation mechanism for high-quality enterprises. Continuously identify a batch of digital-intelligent native enterprises with strong technological innovation, high scenario adaptability, and great growth potential, establish a dynamic cultivation list for high-quality enterprises, file them by category, routinely follow up on enterprises' needs in technology R&D, scenario implementation, market expansion, and financing, and precisely push services such as policy application and talent introduction and cultivation. (Responsible units: Municipal Economic and Information Technology Commission, all district governments)

17. Deepen the leading role of industrial funds. Give play to the guiding and leveraging role of state-owned capital, support AI application innovation in key fields of industrial services, and increase the investment proportion of the municipal AI pilot mother fund in the industrial services field. At the same time, accelerate the cultivation of high-quality startups, adhere to "invest early, invest small, invest long-term," use investment to drive attraction, and promote the landing of high-quality projects in Shanghai. (Responsible unit: Municipal Economic and Information Technology Commission)

18. Promote coordinated regional development. Encourage all districts to combine industrial foundations and scenario resources, precisely anchor dominant directions, improve supporting support policies, create a batch of AI + industrial services cluster zones and demonstration application highlands, and form a high-quality development pattern of differentiated development, complementary advantages, and active ecosystems. (Responsible units: All district governments)

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