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How Generative AI Will Reshape the Manufacturing Industry
2023-08-24

For decades, Amazon has been focusing on artificial intelligence (AI) and machine learning (ML), continuously lowering the threshold for machine learning usage and making it easy for everyone, including over 100000 customers in various industries, to get started. Among these customers, companies from the manufacturing industry are shifting their focus from artificial intelligence and machine learning to generative AI technology, in order to achieve more exciting results.


The research report on the current situation of manufacturing ind

ustry and the application of generative AI by manufacturing enterprises released by IDC shows that respondents from the manufacturing industry believe that the top three areas where generative AI can have the greatest impact in the next 18 months are manufacturing (production), product development and design, sales, and supply chain. This article will focus on the potential of generative AI in innovating product design, significantly improving manufacturing productivity levels, and optimizing supply chain applications.


Innovating in the field of product engineering through generative AI


In the field of product engineering, artificial intelligence and machine learning have been combined with high-performance computing to enhance the design of discrete product components, providing innovative designs that humans typically cannot conceive. These technologies provide manufacturing enterprises with a faster and more effective way to explore various design options, in order to find the best solution while minimizing costs, material consumption, engineering design time, and even production time.


As a leading enterprise in the field of 3D design, engineering, and entertainment software, Autodesk has been developing software for the architectural design, construction, engineering, manufacturing, media, and entertainment industries since 1982. In order to accelerate and simplify the development process, Autodesk has been steadily expanding its use of Amazon cloud technology services and reducing the use of its own data centers. Autodesk provides generative design functionality (a service similar to generative AI) through its Fusion 360 software, helping product designers provide innovative designs within user specified parameter ranges, including materials, manufacturing process constraints, safety factors, and other variables. At the Hannover Messe in April 2023, Autodesk introduced a mobile travel startup that improved its process of creating new mobile solutions, ultimately reducing delivery times and controlling engineering and manufacturing costs while rapidly exploring new mobile design concepts. This startup adopts Autodesk Fusion 360 and utilizes Amazon SageMaker to enhance artificial intelligence generative design and additive manufacturing, thereby shortening the launch cycle of new designs from 3.5 years to 6 months, achieving an 86% speed increase.


In addition to the enormous potential in the design process, engineers can also use generative AI to analyze large datasets to improve product safety, create simulated datasets, explore how to manufacture or process components faster, and thus push products to the market faster. These datasets can serve as information sources or basic models for manufacturing enterprises to construct generative AI strategies, allowing them to build their generative AI strategies on this basis. This allows enterprises to fully benefit from this technology while also protecting their ownership and data security.


Amazon Cloud Technology's Amazon Bedlock hosting service allows users to access AI21 Labs, Antiopic, Cohere, Stability AI, and basic models provided by Amazon through APIs. Amazon Bedlock is the easiest way for customers to build and extend generative AI applications using basic models, reducing the usage threshold for builders. One of the most important features of Amazon Bedlock is that it allows customers to easily customize models. Customers only need to present a few annotated data examples from Amazon Simple Storage Service (Amazon S3) to Bedrock, and Bedrock can fine-tune the model for specific tasks with a minimum of 20 examples, without the need to annotate a large amount of data.


Optimizing production processes using generative AI


Due to the risks of high costs and production losses faced by manufacturing enterprises, they often hesitate to adopt and implement new technologies in the production environment. In factory production, the application cases of generative AI are still in the early stages, but many factory managers have clearly stated that generative AI can help optimize overall equipment efficiency (OEE). Due to the large amount of data required to create basic models in generative AI, manufacturing enterprises will face unique industry challenges, namely obtaining factory data and migrating it to the cloud, embarking on a journey of generative AI. Data is the foundation of any digital transformation. For many manufacturing enterprises, the first step is to develop and adopt industry data strategies, which can help business teams easily and effectively utilize data to cope with various application scenarios in the enterprise. The reason is that manufacturing enterprises often face unrelated and isolated data sources, which make collaborative work difficult, making it difficult for basic models to obtain high-quality datasets that are economical, secure, structured, and easy to access. Now, the Industrial Data Fabric solutions provided by Amazon Cloud Technology can help businesses solve these problems.


Georgia Pacific has been using artificial intelligence and machine learning to optimize paper production quality for many years. The company uses Amazon Cloud Technology data analysis technology to predict the running speed of production lines to avoid the problem of paper tearing during the production process, thereby increasing profits and maximizing the utilization of factory resources. And how will generative AI help enterprises improve production? In conversations with business and manufacturing leaders, a recurring issue is the loss of production knowledge and experience caused by employee turnover. Experienced workers can identify which machine bearings require lubrication and which machines are experiencing abnormal vibration during operation. But as they retire, the knowledge and experience accumulated over these decades are also taken away. Therefore, the challenge that enterprises often face is how to quickly equip inexperienced operators with professional knowledge, maintain efficient operation of complex production processes, and maximize output and ensure quality.


If manufacturing enterprises are committed to digital transformation and record historical machine maintenance data, repair data, equipment manuals, production data, and even data from other manufacturing enterprises, in order to make basic models more effective, real change will come. For example, if a machine that continues to malfunction causes unplanned downtime, engineers can use generative AI to investigate possible causes of the malfunction and obtain advice on equipment adjustments, maintenance operations, and spare parts procurement, which can reduce downtime. Therefore, in the absence of experienced engineers and operators, generative AI can promote the maximization of OEE in production environments.


Optimizing Supply Chain Using Generative AI


Amazon Cloud Technology provides a variety of services to cope with various supply chain scenarios. Amazon Supply Chain can help businesses improve supply chain visibility, reduce risks, save costs, and improve customer experience while making informed decisions faster. Amazon Supply Chain can automatically merge and analyze data from multiple supply chain systems, allowing enterprises to observe their own operational conditions in real-time, grasp changes faster, and generate more accurate demand forecasts to ensure sufficient inventory to meet customer needs. Based on Amazon. com's nearly 30 years of logistics network experience, Amazon Supply Chain enhances the flexibility of the supply chain by providing a unified data lake, machine learning based insights, action suggestions, and in application collaboration capabilities.


The epidemic, geopolitical conflicts, raw material shortages, natural disasters, and other factors have brought various uncertainties to the supply chain, and the supply chain of manufacturing enterprises remains a worrying area, even a source of anxiety. But because of this, suppliers have developed value-added areas for generative AI. For example, if a manufacturing enterprise has run out of customized mechanical parts and is looking for alternative suppliers to complete some of the customized processing work, generative AI can be used to provide the necessary capabilities for the alternative suppliers and help the enterprise provide urgently needed professional services. When conditions permit, generative AI can also be used as a substitute for daily interpersonal communication, such as answering questions that previously took hours or days to obtain correct data and understand its meaning. Generative AI can also serve as a supply chain control tower, proactively assessing risks such as transportation difficulties, natural disasters, strikes, or other geopolitical events, helping enterprises allocate scarce resources to the supply chain and mitigate the impact of supply disruptions.


Compared to the infinite possibilities that generative AI brings to the manufacturing industry, its current applications in product design, production, supply chain, and other aspects are only the tip of the iceberg. However, in any case, this is an unprecedented step forward. Amazon Cloud Technology is committed to enabling developers of any level and enterprises of all sizes to innovate through generative AI. I believe that generative AI technology will bring infinite new possibilities to the manufacturing industry.

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We know that you care how information about you is used and shared and we appreciate your trust in us to do that carefully and sensibly. This Privacy Notice describes how we collect and process your personal information through Polynk.com website, products, services, online and physical stores, and applications that reference this Privacy Notice (together "Polynk.com Services").

1. Controllers of Personal Information

Polynk.com, no 91320481MA215T1W6Q, is responsible for the processing of your personal data. The following is Polynk.com’s contact information: Telephone number: +86 0519 87108958, Address: Room 504, No.85 Shangshang Road, Kunlun Street, Liyang City, Jiangsu Province, China, PR (together "Polynk.com") are data controllers of personal information collected and processed through Polynk.com Services. Details can be found here.

2. What Personal Information About Customers Does Polynk.com Collect?

We collect your personal information in order to provide and continually improve our products and services.

Here are the types of personal information we collect:

.Information you give us: The personal data we process about you are your IP address, your preferences and your activities on our webpage. The cookies collecting information about use of our website collect information in an anonymous form, including the number of visitors to the website, which country the internet connection is from, which web browser and version is used and the title on the pages they visited. If you play a video on our webpage, YouTube might save cookies on your computer depending on your settings. Please review YouTube’s Privacy policy for further information. If you do not want YouTube to save cookies on your computer, do not play any videos on our webpage since YouTube operates these videos. When you accept cookies on your computer you will provide us with your information. If you do not want cookies to be saved on the computer, you can prevent this by not accepting cookies to be saved on your computer. Please note, that if you deny functional cookies the webpage will have limited function.

3. For What Purposes Does Polynk.com Process Your Personal Information?

We process your personal information to operate, provide, and improve Polynk.com that we offer our customers. These purposes include:

Purchase and delivery of products and services. We use your personal information to take and handle orders, deliver products and services, process payments, and communicate with you about orders, products and services, and promotional offers. Provide, troubleshoot, and improve Polynk.com. We use your personal information to provide functionality, analyse performance, fix errors, and improve usability and effectiveness. Recommendations and personalisation. We use your personal information to recommend features, products, and services that might be of interest to you, identify your preferences, and personalise your experience with Polynk.com. Comply with legal obligations. In certain cases, we collect and use your personal information to comply with laws. For instance, we collect from sellers information regarding place of establishment and bank account information for identity verification and other purposes. Communicate with you. We use your personal information to communicate with you in relation to Polynk.com services via different channels (e.g., by phone, email, chat). Advertising. We use your personal information to display interest-based ads for features, products, and services that might be of interest to you. Fraud prevention and credit risks. We process personal information to prevent and detect fraud and abuse in order to protect the security of our customers, Polynk.com, and others. We may also use scoring methods to assess and manage credit risks. Purposes for which we seek your consent. We may also ask for your consent to process your personal information for a specific purpose that we communicate to you. When you consent to our processing your personal information for a specified purpose, you may withdraw your consent at any time and we will stop processing of your data for that purpose.

4. What About Cookies and Other Identifiers?

We use cookies and similar tools to enhance your shopping experience, provide our services, understand how customers use our services so we can make improvements, and display ads. Approved third parties also use these tools in connection with our display of ads. To enable our systems to recognise your browser or device and to provide Polynk.com Services to you, we use cookies. For more information about cookies and how we use them, please read our Cookies Notice.

5. Does Polynk.com Share Your Personal Information?

Information about our customers is an important part of our business and we are not in the business of selling our customers' personal information to others. Polynk.com shares customers' personal information only as described below and with Polynk.com. controls that are either subject to this Privacy Notice or follow practices at least as protective as those described in this Privacy Notice.

Transactions involving third parties: We make available to you services, products, applications, or skills provided by third parties for use on or through Polynk.com Services. For example, you can order products from third parties through our stores. We also offer services or sell product lines jointly with third-party businesses. You can tell when a third party is involved in your transactions and we share customer personal information related to those transactions with that third party. Third party service providers: We employ other companies and individuals to perform functions on our behalf. Examples include fulfilling orders for products or services, delivering packages, sending postal mail and e-mail, removing repetitive information from customer lists, analysing data, providing marketing assistance, providing search results and links (including paid listings and links), processing payments, transmitting content, assessing and managing credit risk, and providing customer service. These third-party service providers have access to personal information needed to perform their functions, but may not use it for other purposes. Further, they must process the personal information in accordance with this Privacy Notice and as permitted by applicable data protection laws. Business transfers: As we continue to develop our business, we might sell or buy other businesses or services. In such transactions, customer information generally is one of the transferred business assets but remains subject to the promises made in any pre-existing Privacy Notice (unless, of course, the customer consents otherwise). Also, in the unlikely event that Polynk.com. or substantially all of its assets are acquired, customer information will of course be one of the transferred assets. Protection of Polynk.com: We release account and other personal information when we believe release is appropriate to comply with the law; enforce or apply our Conditions of Use and other agreements; or protect the rights, property or safety of Polynk.com, our users or others. This includes exchanging information with other companies and organisations for fraud protection and credit risk reduction. Other than as set out above, you will receive notice when personal information about you might be shared with third parties and you will have an opportunity to choose not to share the information.

Transfers out of the European Economic Area and the UK. Whenever we transfer personal information to countries outside of the European Economic Area or the UK, we ensure that the information is transferred in accordance with this Privacy Notice and as permitted by the applicable laws on data protection. We rely on European Commission adequacy decisions or use contracts with standard safeguards published by the European Commission and similar measures under UK laws for such transfers.

6. How Secure is Information About Me?

We design our systems with your security and privacy in mind.

We work to protect the security of your personal information during transmission by using encryption protocols and software. We follow the Payment Card Industry Data Security Standard (PCI DSS) when handling credit card data. We maintain physical, electronic and procedural safeguards in connection with the collection, storage and disclosure of personal customer information. Our security procedures mean that we may ask you to verify your identity before we disclose personal information to you. Our devices offer security features to protect them against unauthorised access and loss of data. You can control these features and configure them based on your needs. It is important for you to protect against unauthorised access to your password and to your computers, devices, and applications. We recommend using a unique password for your Polynk account that is not utilized for other online accounts. Be sure to sign off when you finish using a shared computer.

7. What About Advertising?

Third-party advertisers and links to other websites: Polynk.com Services may include third-party advertising and links to other websites. Third party advertising partners may collect information about you when you interact with their content, advertising, and services. Use of third-party advertising services: We provide ad companies with information that allows them to serve you with more useful and relevant Polynk.com ads and to measure their effectiveness. We never share your name or other information that directly identifies you when we do this.

8. What Information Can I Access?

You can access your information, including your name, address, payment options, profile information, membership, and purchase history in the "My Polynk" section of the website.

9. How Long Do We Keep Your Personal Information?

Your personal data will be sorted out/erased according to the following: Functional cookies will be erased when the web browser is closed. Preference cookies will be erased after 100 days. Analytic cookies will be erased after two years.

10. What rights do I have?

Right to access to your personal data  You are entitled to request information about which personal data we process about you and how the personal data is being processed. You also have the right to request a copy of the personal data we process about you. Right to rectification If you consider your personal data that Polynk.com process to be inaccurate, e.g. information concerning your name or address, you have the right to get the inaccurate information corrected and to get the incomplete information completed by providing us with the correct information. Right to erasure You have the right to request that your personal data is erased, e.g. if the processing is no longer relevant in relation to the purpose the information was collected for or if you recall your consent to the processing and there are no other legal ground for the process. Right to limitation of processing You have the right to request limitation of the processing of your personal data, with the exception for storage. Limitation of processing can be requested for example if you object to the accuracy of the personal data or if you consider the processing of your personal data to be unlawful. Right to objection   You have the right to object at any time concerning the processing of your personal data in accordance with article 6.1 (e) or (f) (legitimate interest) GDPR, including profiling based on those provisions. Where personal data are processed for direct marketing purposes, you have the right to object at any time to processing of personal data concerning such marketing, which includes profiling to the extent that it is related to such direct marketing.  Right to data portability  You have the right to obtain the personal data you have provided us with in a structured, commonly used and machine-readable format and have these transmitted to another controller, provided that the process is automatized and that the process is based on a consent or an agreement.  

11. EU General Data Protection Regulation and UK Data Protection Laws - Legal Basis

The EU GDPR and UK data protection laws require a legal basis for our use of personal information. Our basis varies depending on the specific purpose for which we use personal information. We use:

Performance of a contract when we provide you with products or services, or communicate with you about them. This includes when we use your personal information to take and handle orders, deliver products and services, and process payments.

Our legitimate business interests and the interests of our customers when we improve Polynk.om services (including when we use your voice, video, or camera input to improve services), when we detect and prevent fraud and abuse in order to protect the security of our customers, ourselves, or others, and when we provide you with interest-based advertising.

Your consent when we ask for your consent to process your personal information for a specific purpose that we communicate to you. When you consent to our processing your personal information for a specified purpose, you may withdraw your consent at any time and we will stop processing of your data for that purpose.

Compliance with a legal obligation when we use your personal information to comply with laws. For instance, we collect seller place of establishment and bank account information for identity verification purposes.

These and other legal bases depending on the purpose for which we use personal information.

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Cookie Policy/Introduction


Why do we have a privacy policy? 

Polynk.com (“we”) care about your privacy. Therefore, we always strive to protect your personal data in the best possible way and to comply with all applicable laws and regulations for the protection of personal data. In this policy, we want to inform you about how we collect and process your personal data in accordance with the EU regulation 2016/679 (“GDPR”) to guarantee an open and transparent processing of your personal data.

Who is responsible for your personal data?

Polynk.com, no 91320481MA215T1W6Q, is responsible for the processing of your personal data. The following is Polynk.com’s contact information: Telephone number: +86 0519 87108958 Address: Room 504, No.85 Shangshang Road, Kunlun Street, Liyang City, Jiangsu Province, China, PR

What personal data do we process? 

Polynk.com process information about you when you use Polynk.com’s webpage by saving cookies on your computer. The personal data we process about you are your IP address, your preferences and your activities on our webpage. The cookies collecting information about use of our website collect information in an anonymous form, including the number of visitors to the website, which country the internet connection is from, which web browser and version is used and the title on the pages they visited. If you play a video on our webpage, YouTube might save cookies on your computer depending on your settings. Please review YouTube’s Privacy policy for further information. If you do not want YouTube to save cookies on your computer, do not play any videos on our webpage since YouTube operates these videos. When you accept cookies on your computer you will provide us with your information. If you do not want cookies to be saved on the computer, you can prevent this by not accepting cookies to be saved on your computer. Please note, that if you deny functional cookies the webpage will have limited function.

For what purpose do we process your personal data? 

We process your personal data to be able to offer a functional webpage. These functional cookies are essential for your use of the webpage’s features. We also process information about your activities on our webpage over time for non-advertising purposes such as improving the site functionality, the website experience and to improve the website. We also process your personal data to help us remember your preferences such as language or location to create a better experience when visiting the webpage. Who has access to your personal data.  As a starting point, your personal data will only be processed by Polynk.com. Our IT suppliers might get access to the personal data and other information when developing and supporting our IT system. These IT supporters only process personal data on our behalf and never on their own behalf.

On what legal ground do we process your personal data? 

The legal ground for Polynk.com’s processing of your personal data by saving cookies on your computer is Polynk.com’s legitimate interest under, under article 6.1 (f) GDPR, to process your personal data in order allow you to navigate the site, use our features and for us to remember your preferences (functional and preference cookies). Analytic cookies are processed so that we can improve the webpage’s functionality and the website experience. You can always deny these cookies if you do not want us to save these on your computer.  

For how long will we process and store your personal data? 

Your personal data will be sorted out/erased according to the following: Functional cookies will be erased when the web browser is closed. Preference cookies will be erased after 100 days. Analytic cookies will be erased after two years.  

Transfer of personal data to third countries 

As a general principle, Polynk.com only processes your personal data within the EU/EEA. If your personal data would processed outside the EU/EEA, then we will make sure that such processing is either based on a decision from the Commission establishing that the country in question ensures an adequate level of protection or appropriate safeguards that ensure that your rights are protected or based on another ground for such transfer in accordance with GDPR.

Your rights 

Right to access to your personal data 

You are entitled to request information about which personal data we process about you and how the personal data is being processed. You also have the right to request a copy of the personal data we process about you.

Right to rectification

If you consider your personal data that Polynk.com process to be inaccurate, e.g. information concerning your name or address, you have the right to get the inaccurate information corrected and to get the incomplete information completed by providing us with the correct information.

Right to erasure

You have the right to request that your personal data is erased, e.g. if the processing is no longer relevant in relation to the purpose the information was collected for or if you recall your consent to the processing and there are no other legal ground for the process.

Right to limitation of processing

You have the right to request limitation of the processing of your personal data, with the exception for storage. Limitation of processing can be requested for example if you object to the accuracy of the personal data or if you consider the processing of your personal data to be unlawful.

Right to objection  

You have the right to object at any time concerning the processing of your personal data in accordance with article 6.1 (e) or (f) (legitimate interest) GDPR, including profiling based on those provisions. Where personal data are processed for direct marketing purposes, you have the right to object at any time to processing of personal data concerning such marketing, which includes profiling to the extent that it is related to such direct marketing. 

Right to data portability 

You have the right to obtain the personal data you have provided us with in a structured, commonly used and machine-readable format and have these transmitted to another controller, provided that the process is automatized and that the process is based on a consent or an agreement.  

Changes in this policy 

Polynk.com is entitled to amend this policy at any time if it is necessary to fulfill the requirements according to applicable laws and regulations or if it is necessary due to changes in Polynk.com operations.  In such a situation, Polynk.com will provide information concerning the changes according to applicable law. Applicable information will be available in this privacy policy, on the website of Polynk.com and/or provided in other appropriate ways.

Observance of GDPR

Do not hesitate to contact Polynk.com if you, for any reason, feel unhappy about our processing of your personal data. If you would still be of the opinion that your rights, according to GDPR, have not been satisfied you have the right to send a complaint to the regulatory authority. You will find more information concerning this on www.datainspektionen.se. 

Our contact details 

If you would like to contact us concerning our processing of your personal data or if you have questions concerning this privacy policy, you are welcome to contact us on gfy@polynk.com. Copyright (©) 2021 Polynk.com