Omnibearing AI secretary service system and construction method

Abstract

The invention discloses an omnibearing AI secretary service system and a construction method, and belongs to the technical field of artificial intelligence and information services, and the system comprises an AI company platform, a regional AI module, a personal AI secretary terminal, and an intelligent device access port. The construction method comprises the following steps: constructing an AI company platform, deploying computing power infrastructure and developing a data integration module and an intelligent port protocol library; deploying a regional AI module, establishing a regional data center and connecting AI systems of local application companies, government departments and individual stores; a hardware carrier and a software system of the personal AI secretary terminal are developed, and voice interaction and intention recognition functions are integrated; formulating a communication protocol and an authority management specification of an access port of the intelligent device, and completing compatibility testing with various intelligent devices; global resources are integrated through an AI company platform and are synchronized to a regional AI module and a personal AI secretary terminal. According to the system, all resources on the internet are integrated within the permission range, all apps are connected in a butt joint mode, accurate demands and supplies are provided for each user, and the system is highly intelligent.

Description

Technical Field

[0001] The present invention relates to the field of artificial intelligence and information service technologies, and specifically to a comprehensive AI secretary service system and construction method. Background Art

[0002] With the rapid development of artificial intelligence technology, smart assistant products have been widely used in scenarios such as voice interaction, schedule management, and information query. However, existing technical solutions have significant limitations and cannot meet users' demand for "comprehensive, precise, and intelligent" services, mainly manifested in the following aspects:

[0003] 1. Single function and insufficient resource integration capabilities

[0004] Existing AI assistants (such as Siri and Xiao Ai) primarily rely on pre-set algorithms and data from a single platform (such as maps and music apps). Their functionality is limited to executing basic commands (such as "play music" and "set an alarm") and they are unable to integrate the full range of internet resources (such as data from e-commerce, healthcare, logistics, and other fields) across platforms. For example, if a user needs to check the e-commerce price, user reviews, and offline store inventory of a specific mobile phone, they must open different apps or websites separately. AI assistants cannot proactively link information from multiple sources and provide comprehensive recommendations.

[0005] 2. Lack of social resource linkage capabilities

[0006] The existing system lacks deep interfaces with social institutions (such as application companies, government departments, and individual stores), making it impossible to accurately match supply and demand. For example, when a company posts a product demand, it must manually screen suppliers; when an individual seeks housekeeping services, they must compare prices across multiple platforms, resulting in low efficiency and information asymmetry.

[0007] 3. Low level of intelligent equipment control

[0008] While smart devices like smart homes and industrial equipment support remote control, they require dedicated apps. Furthermore, protocols between different brands of devices are incompatible (e.g., Xiaomi Mijia and Huawei HiLink), forcing users to manage multiple control points simultaneously. High-risk operations (e.g., chemical equipment maintenance and high-altitude cleaning) still rely on manual operation, posing safety risks. Ordinary production scenarios (e.g., pesticide spraying on farms and warehouse sorting) require manual coordination of multiple devices, resulting in low efficiency.

[0009] 4. Fragmentation of life services

[0010] Services like home management (such as appliance control and environmental regulation), healthcare (such as monitoring and treatment), and financial services (such as payment and wealth management) are scattered across different platforms, forcing users to switch between multiple apps to complete operations. For example, to remotely turn off the air conditioner at home, a user must open the corresponding smart home app; to schedule a hospital appointment, a separate medical platform is required, making it impossible to achieve a closed-loop process through a single entry point.

[0011] In summary, existing AI technology solutions cannot achieve deep integration of social resources and seamless connection of cross-scenario services. Therefore, there is an urgent need for an AI secretary service system that can break down information barriers, link multiple subjects, cover all scenarios, and be more intelligent. Summary of the Invention

[0012] In order to solve the problems of the prior art, the present invention provides a comprehensive AI secretary service system and construction method.

[0013] In order to solve the above technical problems, the present invention is achieved through the following technical solutions:

[0014] A comprehensive AI secretary service system, including:

[0015] An AI company platform, which is used to provide computing power support and global resource integration, and includes a computing power infrastructure, a data integration module, and an intelligent port protocol library;

[0016] Regional AI module, which is used to integrate regional resources and connect with local services, and includes a regional data center, a local service database, and a regional coordination module;

[0017] Personal AI secretary terminal, which provides users with a personalized interactive portal and includes hardware carriers and software systems;

[0018] Smart device access port, which is used to realize the communication connection between AI Secretary and various smart devices, including IoT communication module, edge computing module and permission verification module.

[0019] Furthermore, the computing infrastructure of the AI ​​company platform includes a server cluster and a cloud computing platform, the data integration module includes a web crawler unit, a third-party API interface unit and a blockchain evidence storage unit, and the smart port protocol library stores equipment communication protocols in the industrial, home appliance and medical fields.

[0020] Furthermore, the regional data center of the regional AI module stores resource information of application companies, government departments and individual stores in the region, the localized service database records the historical needs and service evaluations of users in the region, and the regional coordination module connects to the AI ​​systems of local application companies, government departments and individual stores through APIs.

[0021] Furthermore, the hardware carrier of the personal AI secretary terminal includes one or more of a smart phone, a smart watch and an intelligent robot, and the software system includes a voice interaction module, an intent recognition module, a task scheduling module and a permission management module, wherein the voice interaction module supports multi-language far-field recognition, and the intent recognition module is based on a pre-trained natural language processing model.

[0022] Furthermore, the Internet of Things communication module of the smart device access port supports MQTT and CoAP protocols, the edge computing module is used for local data processing and real-time response, and the permission verification module adopts the RBAC model to control device function access rights.

[0023] A method for constructing a comprehensive AI secretary service system includes the following steps:

[0024] S1. Build the AI ​​company platform, deploy the computing infrastructure, and develop a data integration module and smart port protocol library;

[0025] S2. Deploy the regional AI module, establish the regional data center, and connect it to the AI ​​systems of local application companies, government departments, and individual stores;

[0026] S3. Develop the hardware carrier and software system of the personal AI secretary terminal, integrating voice interaction and intent recognition functions;

[0027] S4. Formulate the communication protocol and authority management specifications for the smart device access port and complete compatibility testing with various smart devices;

[0028] S5. Integrate global resources through the AI ​​company platform and synchronize them to the regional AI module and personal AI secretary terminal to achieve resource linkage.

[0029] Furthermore, the web crawler unit of the data integration module in step S1 is used to crawl public Internet data, the third-party API interface unit is used to connect data with a third-party platform, and the blockchain evidence storage unit is used to store the integrated data to ensure data authenticity and traceability.

[0030] Furthermore, the integration of global resources in step S5 includes the following sub-steps:

[0031] S51. Supplier registration and information entry: Application companies, government departments, and individual stores submit information including qualifications, capabilities, and products through the AI ​​company platform, which is reviewed and stored by the AI ​​company platform;

[0032] S52. Demand release by the demander: The user inputs the demand through the personal AI secretary terminal, and the personal AI secretary terminal converts the demand into structured data and uploads it to the AI ​​company platform;

[0033] S53. Supply and demand matching: The AI ​​company platform uses machine learning algorithms to match demander requirements with supplier information to generate an optimal matching list;

[0034] S54. Cooperation confirmation: The supply and demand parties confirm the cooperation plan through the personal AI secretary terminal or manually, and the AI ​​company platform records the cooperation process and updates the resource database.

[0035] The advantages of the present invention over the existing technology are: this AI secretary service system integrates all Internet resources and social resources through the AI ​​company platform, breaks down information barriers, and realizes cross-platform and cross-domain resource linkage. It can access all information on the Internet within the scope of authority, and can connect to apps from large companies to small milk tea shops. It integrates the supply and demand of production, life, learning, entertainment, etc., provides accurate demand and supply for everyone, every social group, and every government department, realizes personal secretary services, is highly intelligent, and profoundly changes people's production and lifestyles. BRIEF DESCRIPTION OF THE DRAWINGS

[0036] Figure 1 This is an architectural diagram of a comprehensive AI secretary service system and construction method of the present invention.

[0037] Figure 2 This is a resource integration sequence diagram of a comprehensive AI secretary service system and construction method of the present invention.

[0038] Figure 3 This is a test flow chart of a comprehensive AI secretary service system and construction method of the present invention. DETAILED DESCRIPTION

[0039] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments.

[0040] Example 1, combined with the attached Figure 1-3 :

[0041] A comprehensive AI secretary service system, including:

[0042] AI company platform, which is used to provide computing power support and global resource integration, including computing power infrastructure, data integration modules and intelligent port protocol library;

[0043] Regional AI module: This module is used to integrate regional resources and connect with local services. It includes a regional data center, a local service database, and a regional coordination module.

[0044] Personal AI secretary terminal: The personal AI secretary terminal provides users with a personalized interactive portal, including hardware carriers and software systems;

[0045] Smart device access port: The smart device access port is used to realize the communication connection between AI Secretary and various smart devices, including IoT communication module, edge computing module and permission verification module.

[0046] The computing infrastructure of the AI ​​company's platform includes server clusters and cloud computing platforms. The data integration module includes a web crawler unit, a third-party API interface unit, and a blockchain evidence storage unit. The intelligent port protocol library stores equipment communication protocols in the industrial, home appliance, and medical fields.

[0047] The regional data center of the regional AI module stores resource information of application companies, government departments and individual stores in the region. The localized service database records the historical needs and service evaluations of users in the region. The regional coordination module connects to the AI ​​systems of local application companies, government departments and individual stores through APIs.

[0048] The hardware carrier of the personal AI secretary terminal includes one or more of smartphones, smart watches and smart robots. The software system includes a voice interaction module, an intent recognition module, a task scheduling module and a permission management module. The voice interaction module supports multi-language far-field recognition, and the intent recognition module is based on a pre-trained natural language processing model.

[0049] The IoT communication module of the smart device access port supports MQTT and CoAP protocols, the edge computing module is used for local data processing and real-time response, and the permission verification module uses the RBAC model to control device function access rights.

[0050] A method for constructing a comprehensive AI secretary service system includes the following steps:

[0051] S1. Build an AI company platform, deploy computing infrastructure, and develop data integration modules and smart port protocol libraries;

[0052] S2. Deploy regional AI modules, establish regional data centers, and connect to the AI ​​systems of local application companies, government departments, and individual stores;

[0053] S3. Develop the hardware carrier and software system of the personal AI secretary terminal, integrating voice interaction and intent recognition functions;

[0054] S4. Develop communication protocols and permission management specifications for smart device access ports, and complete compatibility testing with various smart devices;

[0055] S5. Integrate global resources through the AI ​​company platform, synchronize them to the regional AI module and personal AI secretary terminal to achieve resource linkage.

[0056] The web crawler unit of the data integration module in step S1 is used to crawl public Internet data, the third-party API interface unit is used to connect data with the third-party platform, and the blockchain evidence unit is used to store the integrated data to ensure data authenticity and traceability.

[0057] Integrating global resources in step S5 includes the following sub-steps:

[0058] S51. Supplier registration and information entry: Application companies, government departments and individual stores submit information including qualifications, capabilities and products through the AI ​​company platform, which is reviewed and stored by the AI ​​company platform;

[0059] S52. Demand release by the demander: The user inputs the demand through the personal AI secretary terminal, which converts the demand into structured data and uploads it to the AI ​​company platform;

[0060] S53, Supply and Demand Matching: The AI ​​company platform uses machine learning algorithms to match demander requirements with supplier information and generate the best matching list;

[0061] S54. Cooperation confirmation: The supply and demand parties confirm the cooperation plan through the personal AI secretary terminal or manually. The AI ​​company platform records the cooperation process and updates the resource database.

[0062] Specifically, take the example of a user who needs to repair an air conditioner, as shown in the attached Figure 2 The service provider (home appliance repair company) registers service information, and the user inputs the demand "air conditioner repair" by voice. The AI ​​company platform uses machine learning algorithms to match the demander's demand and supplier information, generates the best matching list, and displays the optional options. The user confirms to select Company A, and the personal AI secretary terminal sends a cooperation confirmation to the AI ​​company platform. The AI ​​company platform simultaneously sends order information to the service provider. The supply and demand parties confirm the cooperation plan through the personal AI secretary terminal or manually. The AI ​​company platform records the cooperation process and updates the resource database.

[0063] In this specific implementation, the construction process of each module is as follows:

[0064] 1. AI company platform construction

[0065] 1. Computing infrastructure: Deploy GPU servers (NVIDIA A100) to form a computing cluster, and use a distributed storage system (Ceph) to provide the required storage capacity; use a cloud computing platform (OpenStack) to achieve elastic distribution of computing power and support peak concurrent users.

[0066] 2. Data integration module:

[0067] 201. Web Crawler Unit: Deploy distributed crawlers (Scrapy + Redis) to crawl public data from e-commerce (such as Taobao, JD.com), social (such as Weibo, TikTok), and medical (such as WeDoctor, Ping An Good Doctor) platforms;

[0068] 202. API Interface Unit: Sign data cooperation agreements with third-party platforms (such as Amap, Meituan, and 12306) and obtain real-time data (such as traffic conditions and restaurant reservation information) through the OAuth2.0 protocol;

[0069] 203. Blockchain Evidence Storage Unit: Build a data evidence storage chain based on the consortium chain (Hyperledger Fabric), store hash values ​​of integrated data, and ensure that the data cannot be tampered with.

[0070] 3. Smart Port Protocol Library: This library includes device protocols from various fields, including industry (Modbus, OPCUA), home appliances (MQTT, Zigbee), and medical (DICOM, HL7). It supports dynamic expansion, and new protocols can be uploaded to the library through the API.

[0071] 2. Regional AI Module Deployment

[0072] 1. Regional data center: Use local servers (such as Huawei FusionServer) to store the qualification information of application enterprises and individual stores in the region (including business licenses and industry licenses), and service data of government agencies (such as community hospital addresses and school schedules).

[0073] 2. Localized service database: records historical needs of users in the region (such as "purchase an air conditioner in May 2025" and "make an appointment with an ophthalmologist in June 2025") and service evaluations, and supports filtering queries by time, type, and satisfaction.

[0074] 3. Regional coordination module: Develop an API gateway to connect to the AI ​​systems of application companies (such as housekeeping companies and logistics companies) and government departments (such as the Market Supervision Bureau and the National Health Commission) in the region to achieve real-time synchronization of supply and demand information.

[0075] 3. Development of Personal AI Secretary Terminal

[0076] 1. Hardware carrier: Select smartphones (such as Huawei), smart watches (such as Apple Watch S9), and smart robots (such as UBTECH Walker X) as the first batch of terminals, and configure:

[0077] Voice interaction: 6-microphone array (supports 5-meter far-field recognition), signal-to-noise ratio > 65dB;

[0078] Display interaction: AMOLED screen (4K resolution), supports touch operation;

[0079] Positioning module: GPS + Beidou + base station three-mode positioning, accuracy ≤ 5 meters.

[0080] 2. Software system:

[0081] Voice interaction module: The speech recognition model is trained based on the DeepSpeech framework, with an accuracy rate of >98%; the NLP module uses the BERT pre-trained model, with an intent recognition accuracy rate of >95%;

[0082] Task scheduling module: Dynamically allocates computing power based on the priority queue (PriorityQueue) to ensure that high-priority tasks are processed first;

[0083] Rights management module: uses AES-256 encryption to transmit sensitive information and supports users to customize the scope of data sharing.

[0084] 4. Development of smart device access ports

[0085] 1. IoT communication module: supports MQTT3.1.1 (low-bandwidth scenarios) and CoAP (restricted devices) protocols, and is compatible with more than 90% of mainstream devices;

[0086] 2. Edge computing module: Deploy lightweight edge servers (such as Raspberry Pi 4B) to achieve real-time processing of device status (such as home appliance energy consumption monitoring and industrial machinery vibration analysis), with response latency ≤ 20ms;

[0087] 3. Permission verification module: This module uses the RBAC (role-based access control) model to define a three-level relationship between "user-role-permission" (for example, a user with the role "home manager" can authorize an AI secretary to control all home appliances, while ordinary users can only control the air conditioner). Permission policies are stored in the LDAP directory service.

[0088] 5. Resource integration and testing

[0089] 1. Data integration test: The price and sales data of a certain brand of air conditioners are captured from the e-commerce platform through the API interface. After cleaning (removing duplicate and erroneous data), the data is stored in the blockchain evidence unit. Local enterprise data (such as the service rating of a housekeeping company) is synchronized with the regional data center to verify data consistency.

[0090] 2. Functional joint debugging test: as attached Figure 3 , simulating the user demand of "weekend family gathering, need to book a restaurant and arrange an itinerary", the personal AI secretary terminal calls the catering data of the AI ​​company platform (screening restaurants with a score ≥ 4.5 points and a distance of ≤ 3 kilometers from home), traffic data (planning the optimal route from home to the restaurant), and historical preferences of the regional data center (users like Sichuan cuisine) to generate a comprehensive plan including restaurant recommendations, route navigation, and reservation confirmation, with a test pass rate of 100%.

[0091] Application scenarios of this AI secretary service system include:

[0092] 1. Production scenario:

[0093] 1. Supplier: The application company or government department provides detailed information, such as qualifications, capabilities, products, etc.

[0094] Demanders: Use the AI ​​secretary service system to instantly find high-quality matching suppliers and screen them to find the best one; you can also publish demand information and let suppliers seek cooperation.

[0095] The initial cooperation plan between the supply and demand parties can be completed between the AI ​​secretaries and staff of both parties, and finally determined and completed by the staff.

[0096] 2. Smart port: Innovative reform: Each machine and device is equipped with an intelligent AI access port. After the AI ​​secretary accesses the port, he can control every function of the machine and device.

[0097] 3. High-risk operations: After being connected to smart devices, AI secretaries can complete precise high-risk operations with the support of powerful computing power.

[0098] 4. General operations: After the AI ​​secretary is connected to the production equipment, it can simultaneously control multiple or a series of equipment to complete production tasks according to specific procedures.

[0099] 5. Intelligent production: For example, if a farmer needs to apply pesticides to a piece of farmland, he only needs to tell his needs to the AI ​​secretary. The AI ​​secretary will find the best cooperation company for him. After the cooperation is confirmed, the cooperation company will determine the location of the land based on the intelligent AI positioning system and send a drone to complete the operation. It is simple and intelligent.

[0100] 2. Life scenes:

[0101] 1. AI secretary call and social functions: AI secretary has all the functions of social software and all the functions of APP in society.

[0102] 2. Home Secretary Function: Control electrical appliances. After obtaining control permissions, the AI ​​Secretary can control every function of the appliance, such as turning it on and off. For example, if you want to watch TV, you only need to tell the AI ​​Secretary your needs, and the AI ​​Secretary will select the channel and program according to your needs. You can also control the machine remotely. If you forget to turn off the power when you go out, you can command the AI ​​Secretary to remotely shut down the power at home. At the same time, the AI ​​Secretary's home monitoring function is activated, which monitors the situation at home in real time. If there is a fire at home, it will notify you immediately and call the fire department immediately according to your request. The specific location will be sent to the fire department through the fire department's AI port. At the same time, the AI ​​Secretary will contact the property management and the AI ​​Secretary in the same building through the AI ​​port to issue an early warning.

[0103] 3. Food, clothing, housing, and transportation: AI assistants can help you solve all your problems with the best solution. All you need to do is tell them. For example, if you want to travel, you only need to tell them your destination, travel method, and travel time. If you are going on a road trip, AI assistants will plan your route in advance, provide detailed introductions to each attraction, and arrange food and accommodation, making your trip worry-free and comfortable.

[0104] 4. Healthcare: AI Secretary links the medical resources of the entire network and has powerful medical functions. 1) The AI ​​assistant monitors basic physical conditions such as temperature, respiration, heart rate, and blood pressure in real time. If any abnormality occurs, the AI ​​assistant will notify you immediately and offer specific recommendations, such as observation, medication, or hospitalization. You can also choose to receive online consultations at any time, finding a matching doctor or professor based on your requirements for one-on-one online treatment. The doctor can then send the results to the nearest pharmacy through their AI assistant, which will then deliver the medication to you as quickly as possible. 2) If you need to visit a hospital, the AI ​​assistant will make an appointment and register for you based on your specific situation. It will also connect to the hospital's AI portal and the doctor's AI assistant to provide guidance, professional information about the doctor, and more. You can keep track of your treatment progress, test results, and other information. The AI ​​assistant can also collect and provide your previous medical records to the doctor, ensuring intelligent and efficient medical care. 3) For serious, complex, or difficult cases, doctors can initiate remote consultations at any time through the AI ​​assistant. The AI ​​assistant will find a matching expert based on the patient's specific situation or the doctor's requirements, and complete the remote consultation.

[0105] 5. Financial stocks: We have in-depth cooperation with major banks and legal financial institutions. The AI ​​secretary has complete mobile payment functions, can assist you in effectively managing funds and wealth, and has the function of purchasing and selling financial products.

[0106] 6. Logistics: The AI ​​secretary will follow up on your logistics progress at any time, and you can ask them for information at any time; logistics companies can use AI secretaries to control drones for precise delivery, achieving maximum benefits with minimal manpower and material resources.

[0107] 3. Learning scenarios:

[0108] 1. AI Secretary links to a vast amount of information resources, allowing you to access any information within your authority, maximizing your learning rate. You can also use AI Secretary to match you with a teacher for online tutoring.

[0109] The present invention and its implementation methods are described above. This description is not restrictive. In short, if ordinary technicians in this field are inspired by it and do not deviate from the purpose of the invention, they can design implementation methods similar to the technical solution without creative design, which should fall within the scope of protection of the present invention.

Claims

1. A comprehensive AI secretary service system, characterized by: include: An AI company platform, which is used to provide computing power support and global resource integration, and includes a computing power infrastructure, a data integration module, and an intelligent port protocol library; Regional AI module, which is used to integrate regional resources and connect with local services, and includes a regional data center, a local service database, and a regional coordination module; Personal AI secretary terminal, which provides users with a personalized interactive portal and includes hardware carriers and software systems; Smart device access port, which is used to realize the communication connection between AI Secretary and various smart devices, including IoT communication module, edge computing module and permission verification module.

2. The all-round AI secretary service system according to claim 1, characterized in that: The computing infrastructure of the AI ​​company platform includes a server cluster and a cloud computing platform. The data integration module includes a web crawler unit, a third-party API interface unit and a blockchain evidence storage unit. The smart port protocol library stores equipment communication protocols in the industrial, home appliance and medical fields.

3. The all-round AI secretary service system according to claim 1, characterized in that: The regional data center of the regional AI module stores resource information of application companies, government departments and individual stores in the region. The localized service database records the historical needs and service evaluations of users in the region. The regional coordination module connects to the AI ​​systems of local application companies, government departments and individual stores through APIs.

4. The all-round AI secretary service system according to claim 1, characterized in that: The hardware carrier of the personal AI secretary terminal includes one or more of a smart phone, a smart watch and an intelligent robot. The software system includes a voice interaction module, an intent recognition module, a task scheduling module and a permission management module. The voice interaction module supports multi-language far-field recognition, and the intent recognition module is based on a pre-trained natural language processing model.

5. The all-round AI secretary service system according to claim 1, characterized in that: The IoT communication module of the smart device access port supports MQTT and CoAP protocols, the edge computing module is used for local data processing and real-time response, and the permission verification module uses the RBAC model to control device function access rights.

6. A method for constructing a comprehensive AI secretary service system, wherein the system is the comprehensive AI secretary service system according to any one of claims 1 to 5, characterized in that: The following steps are involved: S1. Build the AI ​​company platform, deploy the computing infrastructure, and develop a data integration module and smart port protocol library; S2. Deploy the regional AI module, establish the regional data center, and connect it to the AI ​​systems of local application companies, government departments, and individual stores; S3. Develop the hardware carrier and software system of the personal AI secretary terminal, integrating voice interaction and intent recognition functions; S4. Formulate the communication protocol and authority management specifications for the smart device access port and complete compatibility testing with various smart devices; S5. Integrate global resources through the AI ​​company platform and synchronize them to the regional AI module and personal AI secretary terminal to achieve resource linkage.

7. The method for constructing a comprehensive AI secretary service system according to claim 6, characterized in that: The web crawler unit of the data integration module in step S1 is used to crawl public Internet data, the third-party API interface unit is used to connect data with a third-party platform, and the blockchain evidence storage unit is used to store the integrated data to ensure data authenticity and traceability.

8. The method for constructing a comprehensive AI secretary service system according to claim 6, characterized in that: Integrating global resources in step S5 includes the following sub-steps: S51. Supplier registration and information entry: Application companies, government departments, and individual stores submit information including qualifications, capabilities, and products through the AI ​​company platform, which is reviewed and stored by the AI ​​company platform; S52. Demand release by the demander: The user inputs the demand through the personal AI secretary terminal, and the personal AI secretary terminal converts the demand into structured data and uploads it to the AI ​​company platform; S53. Supply and demand matching: The AI ​​company platform uses machine learning algorithms to match demander requirements with supplier information to generate an optimal matching list; S54. Cooperation confirmation: The supply and demand parties confirm the cooperation plan through the personal AI secretary terminal or manually, and the AI ​​company platform records the cooperation process and updates the resource database.

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