Best Free Ai Software In 2023

By Editor Team

Artificial Intelligence (AI) has become a ubiquitous technology in modern society, influencing everything from healthcare to finance, and even our daily lives. The demand for AI solutions is expected to continue growing in the coming years, as businesses look for ways to automate processes, enhance customer experiences, and improve decision-making capabilities. As such, software developers are racing to create innovative AI tools that can meet this increasing demand.

In this article, we will explore some of the best free AI software options available in 2023. These tools cover a wide range of applications such as Natural Language Processing (NLP), Computer Vision Software, and Speech Recognition Software among others. We will examine each tool's functionality and features to help readers make an informed choice when selecting an AI solution suitable for their needs.

Key Takeaways

  • AI has become ubiquitous in modern society, with a high demand for AI solutions expected to continue growing in the coming years.
  • There is a wide range of free AI software options available in 2023, covering various applications such as NLP, computer vision software, speech recognition software, machine learning platforms, collaborative AI tools, chatbot builders, deep learning frameworks, image processing software, robotics simulation software, neural network libraries, data visualization tools, cloud-based AI platforms, and AI development kits.
  • AI technology is advancing rapidly, and innovative solutions are available to streamline operations and improve customer satisfaction levels.
  • Choosing the best AI tool depends on the specific needs of each project and the user's technical expertise, with cloud-based AI platforms becoming indispensable tools for companies seeking efficient ways to manage big data sets and gain insights from them while reducing costs and accelerating innovation cycles.

Exploring Free AI Tools

One of the key challenges in the field of machine learning is identifying accessible and easy-to-use tools for individuals without extensive technical backgrounds. Fortunately, there are many free AI software options available that provide a range of functionalities, such as natural language processing and deep learning.

To help you navigate the world of artificial intelligence software, we've compiled a table showcasing five popular free AI tools. These tools vary in terms of their features and capabilities but can be used to develop and test machine-learning models with relative ease. Whether you're a seasoned data scientist or just starting out on your AI journey, these free resources can help you take your work to the next level.

Best Free AI Tools for Various Applications

An array of advanced tools are available to help users efficiently generate high-quality content for various applications. These tools utilize free AI technology, allowing users to access them at no cost. One such tool is the natural language generator, a software that can produce human-like text by utilizing machine learning algorithms. It is commonly used in marketing copywriting and content creation as it helps businesses save time and effort in producing large amounts of high-quality content.

Another free AI tool is conversational AI, which can be used to create chatbots and virtual assistants that can mimic human conversation. This type of technology has become increasingly popular in recent years, especially with the rise of e-commerce and customer service automation. By incorporating conversational AI into their websites or apps, businesses can provide 24/7 customer support without having to hire additional staff members. In summary, these best free AI tools offer tremendous potential for efficiency and productivity while simultaneously reducing costs for individuals and companies alike.

Free AI ToolsApplications
Natural Language GeneratorMarketing Copywriting
Conversational AICustomer Service Automation
Image Recognition SoftwareE-Commerce Product Identification
Recommendation EnginesPersonalized Content Suggestions
Sentiment Analysis Tools
Natural Language Processing Applications
Market Research and Social Media Analysis
Chatbots and Voice Assistants. Automated Translation Services

Natural Language Processing (NLP) Software

The present discourse concerns the identification of top-performing Natural Language Processing (NLP) software that is offered free of charge in 2023. NLP is a crucial subset of advanced AI that enables machines to understand and interpret human language. With the increasing demand for NLP, there has been a proliferation of artificial intelligence software that incorporates NLP capabilities. However, identifying the best free AI tools for NLP can be challenging, given the wide range of options available.

One such tool is SpaCy, which is an open-source library for advanced natural language processing in Python. It provides efficient algorithms and pre-trained models for various tasks such as named entity recognition, dependency parsing, part-of-speech tagging, and more.

Another popular option is NLTK (Natural Language Toolkit), which offers comprehensive support for text-processing tasks and includes corpora and lexical resources for multiple languages.

Additionally, Gensim is another widely-used tool that specializes in topic modeling and document similarity analysis.

These are just some examples of top-performing NLP software that are free to use in 2023 – each with its own unique features that cater to different needs within the field of natural language processing.

AI Writing and Copywriting Tools

Writing and copywriting tools powered by AI have gained popularity in recent years, providing users with the ability to generate high-quality content quickly and efficiently. These tools utilize advanced AI algorithms that can analyze data, understand language patterns, and create compelling content that resonates with audiences.

With the rise of free AI software, these tools are easily accessible to anyone looking to improve their writing or streamline their content creation process.

Some of the best free AI writing tools available today include GPT-3, OpenAI's latest language model that can generate natural-sounding text on a wide range of topics. Another popular option is Copy.ai, an AI-powered tool that generates engaging headlines, product descriptions, and social media posts. Meanwhile, conversion.ai offers an all-in-one platform for creating various types of content such as blog posts, product descriptions, and video scripts.

With these advanced AI technologies at our disposal for free or at affordable prices, we can expect further developments in this field which will help us write better content more efficiently than ever before.

High-Quality Content Generation with AI

Creating high-quality content with the help of Artificial Intelligence can revolutionize the way businesses approach content marketing and communication strategies. With the best free artificial intelligence software available, companies can generate content that is optimized for SEO, engaging to readers, and tailored to their target audience.

Here are some benefits of using AI for a high-quality content generation:

  • Efficiency: AI-powered writing tools can produce large volumes of high-quality content in a fraction of the time it would take a human writer.

  • Consistency: By analyzing existing content and data from multiple sources, AI tools can create consistent messaging across various channels and platforms.

  • Personalization: With advanced data analysis capabilities, AI writing tools can tailor content to different audiences based on demographics, interests, and behavior.

In addition to being free to use, these AI writing tools offer unparalleled accuracy and precision in language generation. They also allow businesses to focus their resources on other aspects of their operations while delegating content creation tasks to machines.

As more companies embrace this technology, we may see a fundamental shift in how people think about content creation – from an art form that requires human creativity – to a science that relies on algorithms and data analysis for optimal results.

Computer Vision Software

Computer Vision technology has been rapidly advancing in recent years, with a range of software solutions available for various applications.

Computer vision software is a type of artificial intelligence that enables machines to interpret and understand the visual world around them. It uses deep learning algorithms and open-source machine learning tools to recognize patterns in images or videos and make decisions based on that data.

One popular application of computer vision software is object detection, which involves identifying specific objects within an image or video stream. This technology has numerous practical applications, from self-driving cars that need to identify pedestrians and other vehicles on the road to security systems that can detect intruders in real-time.

Another common use of computer vision software is facial recognition, which can be used for everything from unlocking smartphones to tracking criminal suspects. With the increasing availability of free AI tools, it's now easier than ever before for developers to integrate these powerful technologies into their own projects and create innovative new applications using computer vision software.

Speech Recognition Software

Advancements in speech recognition technology have revolutionized the way we interact with digital devices. Speech recognition software has become an integral part of Artificial Intelligence (AI) platforms, enabling seamless communication between humans and machines. The technology behind speech recognition software is based on Natural Language Processing (NLP), which involves processing and analyzing human language to generate meaningful output.

Here are four key features that make speech recognition software a powerful tool in the world of AI:

  1. Accurate transcription: Speech recognition software uses advanced algorithms to accurately transcribe spoken words into text format.
  2. Voice commands: With speech recognition software, users can issue voice commands and control digital devices without touching them.
  3. Deep learning capabilities: Speech recognition systems use deep learning techniques to improve accuracy over time by recognizing patterns and refining their algorithms accordingly.
  4. Multilingual support: With its ability to process multiple languages, speech recognition software facilitates global communication without the need for human translators or interpreters.

Overall, the incorporation of speech recognition technology into AI platforms has greatly enhanced our ability to communicate with machines using natural language, making it easier than ever before to interact with digital devices in a more seamless manner.

Machine Learning Platforms

Machine learning platforms are becoming increasingly popular in various industries due to their ability to analyze and interpret large amounts of data. These platforms utilize algorithms and statistical models to identify patterns, make predictions, and automate decision-making processes. Machine learning platforms are essential in today's data-driven world as they allow businesses to gain insights into customer behavior, optimize operations, and reduce costs.

Some machine learning platforms offer free plans for individuals or small businesses with limited resources. However, paid plans provide more advanced features such as access to larger datasets, custom models, and faster processing times. Google Cloud is a popular platform that offers both free and paid plans for its machine learning services. Azure Machine Learning Studio is another widely used platform that provides users with tools for building predictive models using drag-and-drop interfaces.

With the increasing demand for machine learning capabilities across industries, these platforms are likely to become even more sophisticated in the coming years.

Collaborative AI Tools

Collaborative AI tools are increasingly being developed and utilized in various industries as they enable multiple users to work together on a single project, share knowledge and insights, and improve the accuracy of machine learning models. Such tools have become essential for businesses that rely on data-driven decision-making processes.

Here are four key aspects of collaborative AI tools that make them valuable:

  1. Improved accuracy: Collaborative AI tools allow multiple users to contribute their expertise and knowledge towards building more accurate machine learning models.
  2. Enhanced productivity: By enabling different team members to work together simultaneously, collaborative AI tools help streamline workflows and reduce the time it takes to complete projects.
  3. Natural language processing (NLP): Many collaborative AI platforms incorporate NLP technology, which enables machines to understand human language better and process large amounts of unstructured data.
  4. Automation: Collaborative AI software often includes automation features that enable repetitive tasks to be automated, freeing up team members' time for other important tasks.

Overall, the benefits of using collaborative AI software are numerous, ranging from improving accuracy to increasing productivity through automation. As such, these types of tools will continue to play a significant role in shaping the future of artificial intelligence development over the next few years.

Chatbot Builders

Chatbot builders have become an essential tool for businesses looking to improve customer interaction.

Chatbots are conversational AI programs that use natural language processing and machine learning algorithms to simulate human conversation with customers.

These chatbots can be integrated into various platforms such as websites, social media, and messaging apps, providing a convenient and efficient way for businesses to communicate with their customers.

With the advancements in AI technology, chatbot builders have also evolved to provide more sophisticated features and capabilities.

Some of these tools offer pre-built templates that allow businesses to quickly create customized chatbots without requiring extensive coding skills.

Additionally, many chatbot builders offer free trial periods, enabling businesses to test out the software before committing to a paid subscription.

As more companies recognize the benefits of using chatbots for customer engagement, it is expected that the demand for free and user-friendly chatbot builders will continue to grow in 2023.

Chatbot builders have opened up new avenues for businesses seeking better customer interaction through conversational AI technology.

The availability of easy-to-use tools with advanced features has made it possible for smaller businesses without technical expertise or large budgets to implement this technology effectively.

With further advancements in AI technology anticipated over the next few years, we can expect even more innovative solutions from developers of these tools that will help streamline business operations while improving customer satisfaction levels at a minimal cost.

Using AI in Chatbot Development

Chatbots are computer programs designed to simulate conversation with human users, allowing businesses to provide round-the-clock support and automate customer interactions. The use of natural language processing (NLP) algorithms in chatbots enables them to understand and interpret user queries, making them more intelligent than traditional rule-based chatbots.

AI platforms that offer a free plan have made it easier for businesses of all sizes to create their own chatbots without having to invest significant resources. These platforms provide pre-built templates, machine learning models, and NLP tools that can be customized according to specific business needs. One such platform is Dialogflow by Google, which allows developers to build conversational interfaces for websites, mobile applications, messaging platforms, and IoT devices. Another popular platform is IBM Watson Assistant which provides advanced features like sentiment analysis and tone recognition. By using these free AI-powered chatbot development platforms, businesses can automate their customer service operations while improving customer satisfaction levels.

FeatureDialogflowIBM Watson Assistant
Free PlanYesYes
NLP SupportYesYes
Pre-Built TemplatesYesNo
Sentiment AnalysisNoYes

Table: Comparison between Dialogflow and IBM Watson Assistant …in terms of their features and capabilities. Dialogflow offers a free plan, NLP support, and pre-built templates, while IBM Watson Assistant does not offer pre-built templates but has sentiment analysis capabilities.

Google Cloud and AI Services

Google Cloud offers a wide range of AI services that can help businesses leverage the power of machine learning algorithms to enhance their operations and provide better customer experiences. These AI services include natural language processing, speech recognition, image analysis, and predictive analytics.

One of the significant advantages of using Google Cloud's AI services is its ability to scale up or down depending on the demand. Businesses can easily integrate Google's APIs into their applications or build custom solutions with ease.

Moreover, Google Cloud provides a free trial period for businesses to test out these AI services before committing to a paid plan. The free trial period allows businesses to experiment with the various AI tools available on Google Cloud without any upfront costs. Once satisfied with the results, businesses can choose from several pricing plans based on their usage requirements.

The flexibility offered by Google Cloud's AI services makes it an attractive option for startups and small businesses looking to adopt Artificial Intelligence in their business processes while keeping costs low.

Deep Learning Frameworks

As explored in the previous subtopic, chatbot builders are an essential tool for businesses looking to provide immediate assistance to their customers. However, these tools are limited in their ability to understand complex queries and respond with nuanced answers.

This is where deep learning frameworks come into play. These frameworks use algorithms and techniques inspired by the human brain to help machines learn and make decisions on their own.

Deep learning frameworks have become a key component of artificial intelligence and machine learning applications. They enable developers to create complex models that can analyze large amounts of data, identify patterns, and make predictions with a high degree of accuracy.

Some popular examples of deep learning frameworks include TensorFlow, PyTorch, and Keras. With these tools at their disposal, data analysts can perform powerful data analysis and gain insights that were previously impossible to uncover.

The incorporation of deep learning frameworks has revolutionized the way we approach analytics by enabling us to extract more value from our data than ever before.

Image Processing Software

Image processing software is a powerful tool used by researchers and professionals to manipulate, analyze, and extract information from digital images. Such software can use artificial intelligence to enhance the quality of digital images or even generate new ones. An example of this is an AI image generator that uses deep learning algorithms to create realistic-looking images.

These tools have become increasingly popular in fields such as medical imaging, where they are used to detect abnormalities in X-rays and other diagnostic scans. There are many free versions of image processing software available which offer advanced features like automatic segmentation, filtering, edge detection, and object recognition. Some popular options include GIMP (GNU Image Manipulation Program), Paint.NET, and Inkscape.

Each of these has its own strengths and weaknesses depending on the specific needs of the user. For instance, GIMP offers more advanced functionality for artists who want to create complex graphics while Paint.NET is better suited for those who need basic photo editing capabilities. Overall, image processing software plays a crucial role in various industries today due to its ability to analyze vast amounts of data quickly and accurately using artificial intelligence techniques.

AI Image Generators and Their Applications

The development of image-generating AI technology has opened up new possibilities for creating high-quality visuals in various industries. AI image generators are computer programs that use artificial intelligence algorithms to create images from scratch or modify existing ones. These generators can produce anything from simple geometric shapes to complex landscapes and portraits with impressive accuracy.

The applications of AI image generator software are vast and diverse. In the entertainment industry, filmmakers and game developers can use these tools to create realistic environments, characters, and special effects more efficiently than traditional methods. Marketers can also benefit from using AI-generated visuals by creating personalized advertisements based on user data. Additionally, researchers and scientists can use these tools to generate detailed simulations and models for scientific experiments.

As more free AI software becomes available, the potential applications of using AI image generators will undoubtedly expand further into various fields beyond those previously mentioned.

Robotics Simulation Software

In exploring the world of image processing software, we have seen how it can enhance and manipulate images to improve their quality and detail. Moving on from this, we now delve into another aspect of AI technology – robotics simulation software.

This type of software is designed to simulate real-world scenarios in a virtual environment, allowing users to test and develop robots without any physical limitations or risks. The best free AI robotics simulation software available today offers advanced natural language processing capabilities and an AI writing tool that allows users to create complex scripts and simulations easily. With these impressive features, developers can create sophisticated robotic systems with ease.

Additionally, they can use this software for research purposes such as testing new algorithms or evaluating the performance of existing ones. In the next section, we will explore some of the best free AI content creation tools available on the market today.

Neural Network Libraries

Neural network libraries are an essential tool for developing and training artificial intelligence models. These libraries offer a wide range of pre-designed algorithms that simplify the process of creating neural networks for various applications. With the rise of AI technology, there has been an increasing demand for high-performance neural network libraries that can handle vast amounts of data processing.

The best free neural network libraries in 2023 will likely include open-source solutions such as OpenAI, which provides a comprehensive set of tools for developing advanced AI models. These libraries allow developers to focus on designing and testing their models rather than worrying about low-level programming details. Additionally, they provide access to powerful computing resources and scalable architectures that enable the creation of complex neural networks capable of solving real-world problems.

In summary, the use of neural network libraries is crucial for anyone interested in developing cutting-edge AI software in 2023, as they are among the most essential tools in this field.

Data Visualization Tools

Data visualization tools are crucial for any data analysis project. These tools help in presenting complex data sets in a visually appealing and informative manner. The primary benefit of using AI-powered data visualization tools is the ability to process large datasets quickly and accurately, which can be time-consuming when done manually.

When considering the best free AI tool for data visualization, several options are available. One popular choice is Tableau Public, which allows users to create interactive visualizations that can be shared online. Another option is Plotly, which offers a range of chart types and customization options. Both of these tools have proven to be effective in creating informative and engaging visualizations.

Ultimately, choosing the best tool depends on the specific needs of each project and the user's technical expertise.

Cloud-based AI Platforms

Data visualization tools have been an essential aid in making sense of big data. However, to truly unlock the value of these datasets, it is imperative to leverage the power of artificial intelligence (AI) technologies. One way to do this is by utilizing cloud-based AI platforms – a current subtopic that we will be discussing.

Cloud-based AI platforms offer a comprehensive suite of tools and services for developers and businesses to automate various tasks such as data analysis, predictive modeling, and machine learning. Here are some key benefits of using cloud-based AI platforms:

  1. Scalability: Cloud-based AI platforms can scale up or down depending on your needs without requiring any additional infrastructure investments.
  2. Accessibility: These platforms can be accessed from anywhere with an internet connection, making it easier for teams to work remotely.
  3. Integration with other services: They often integrate well with other cloud services such as databases or APIs.

Moreover, these platforms offer free versions that provide access to limited features but still deliver significant advantages over traditional software solutions.

Some examples of the best free artificial intelligence software include:

  • An AI chatbot builder tool that helps businesses create interactive chatbots for their website or customer service.
  • An AI copywriting tool that creates compelling marketing copy based on keywords provided by marketers.
  • A machine learning platform that enables developers to build predictive models without needing extensive coding knowledge.

Overall, cloud-based AI platforms are becoming indispensable tools for companies seeking efficient ways to manage big data sets and gain insights from them while reducing costs and accelerating innovation cycles.

AI Development Kits

AI development kits are an excellent resource for developers who want to create custom AI applications without having extensive knowledge or experience in machine learning. These kits provide a range of pre-built tools and resources that make it easy for developers to build humanlike AI systems quickly, easily, and efficiently.

Developers can use these kits to train their models using large datasets, fine-tune the algorithms to achieve better results and integrate them with other software systems. One of the most significant advantages of AI development kits is that they are lifetime free and offer some of the best AI tools available in the market.

These tools enable developers to implement advanced techniques such as deep learning, natural language processing (NLP), object detection, and image recognition into their applications. Additionally, these tools come with pre-trained models that help speed up the development process by providing a starting point for building new applications.

Overall, AI development kits have made it possible for anyone interested in building intelligent machines to do so without requiring specialized expertise or investing significant amounts of money into expensive hardware or software solutions.

AI as a Friend: Exploring AI-Powered Personal Assistants

Artificial intelligence-powered personal assistants are rapidly gaining popularity due to their ability to perform various tasks. These AI chatbots are designed to assist individuals in their daily lives and help them complete mundane tasks with ease.

Today, several free AI tools offer lifetime free services and humanlike interactions that make them an excellent choice for people looking for a virtual assistant.

The use of artificial intelligence and machine learning enables these assistants to understand natural language, recognize patterns, and learn from previous interactions. This allows them to provide personalized recommendations based on the user's preferences and needs.

Moreover, they can schedule appointments, set reminders, order groceries or food from restaurants, answer questions about the weather or news headlines, and even control smart home devices like thermostats or lights.

As technology continues to evolve at a rapid pace, it is safe to assume that AI-powered personal assistants will become more sophisticated over time and play a significant role in our daily lives.

Free Forever AI Tools and Services

With the rise of artificial intelligence (AI), there has been a surge in demand for innovative tools and services that can help individuals optimize their daily activities. Fortunately, there are now a variety of free AI software and services available to the public. These range from open-source platforms like TensorFlow, Keras, and PyTorch that allow developers to create their own AI models, to pre-built solutions such as chatbots and speech recognition engines.

One notable aspect of these free AI tools is that they come with a ‘free forever' version. This means users can access basic features for an unlimited period without having to pay a subscription fee. Some providers also offer premium versions with additional functionalities at a price. However, the free versions are generally sufficient for most users who are looking to explore what AI has to offer.

Overall, these free AI tools have democratized access to this technology and enabled individuals with limited budgets or technical skills to experiment with it in various ways.

Moreover, many of these free AI tools have gained recognition as some of the best in their respective fields. For instance, OpenAI's GPT-3 language model is considered one of the most powerful natural language processing systems available today. Similarly, Google's TensorFlow library is widely used in machine learning research due to its flexibility and scalability.

As more people get exposed to these tools and start contributing back to them through community support or by building new applications on top of them, we can expect even more exciting developments in the world of AI.

Future of AI in 2023 and Beyond

As we look toward the future, it is evident that AI will play an increasingly significant role in shaping various industries and transforming the way we live and work.

One key area where AI is expected to make a major impact is advanced natural language processing (NLP). NLP refers to the ability of machines to understand human language, including text and speech. With advancements in deep learning and machine learning algorithms, NLP technology has improved significantly over the years.

This has enabled machines to carry out tasks such as translation, sentiment analysis, content creation, and customer service more accurately than ever before.

Another area where AI is expected to make a significant impact in the future is traffic and sales opportunities. By analyzing large amounts of data from diverse sources such as social media interactions, online shopping patterns, and customer behavior trends, businesses can gain valuable insights into what their customers want and how they can improve their product offerings.

This information can be used to optimize marketing campaigns for greater reach and effectiveness, identify new target audiences or markets for expansion purposes or even enhance existing products by identifying areas for improvement based on customer feedback.

The availability of free AI software means that even small businesses without huge budgets can leverage these technologies to stay ahead of their competition in an increasingly complex digital landscape.

Frequently Asked Questions

Hardware requirements for running AI software depend on the specific type of application being used. Generally, powerful processors, large amounts of RAM, and high-end graphics cards are required to handle complex algorithms and data sets. Storage capacity is also important for storing large datasets.

Integrating AI software into existing business systems requires identifying processes that can be automated or enhanced by AI, selecting appropriate tools and technologies, assessing data quality and availability, and ensuring proper training and governance.

Ethical considerations must be taken into account when using AI software, such as ensuring transparency and accountability in decision-making processes. Additionally, potential biases and discrimination must be identified and addressed to prevent harm to individuals or groups.

Ensuring the accuracy and reliability of AI-generated insights requires rigorous testing, validation, and continuous monitoring. Methods such as cross-validation, statistical analysis, and bias detection can help identify errors or inconsistencies in the data or models used by the AI system.

Various resources are available for the effective use of AI software, such as online tutorials, documentation, and technical support. It is crucial to understand the software's features and limitations to ensure accurate and reliable insights.

Wrapping Up

Artificial Intelligence (AI) is a rapidly growing field that has the potential to revolutionize various industries. With the advancement of technology, AI tools have become more accessible and affordable.

This article explores free AI software that can be used for content generation, automation, personal assistants, and other applications. There are several free AI writing and copywriting tools available such as Copy.ai, Headlime.ai, and Writesonic. These tools use natural language processing algorithms to generate high-quality content within seconds. Additionally, various free AI tools for image recognition, chatbot development, and speech recognition are also available.

The future of AI looks promising with advancements in technology leading to even more sophisticated AI systems. The use of personal assistants powered by Artificial Intelligence will become increasingly common in our daily lives. As more companies begin to adopt this technology across various sectors such as healthcare and finance it will change how businesses operate.

In conclusion, free AI software offers an opportunity for individuals and businesses alike to harness the power of artificial intelligence with minimal investment. These tools have made it possible to automate tasks that were once time-consuming while generating high-quality content quickly and efficiently. As we move towards an increasingly digital world where data is king, Free Forever AI services provide access to advanced technologies with no cost or risk involved making them an attractive option for those looking to experiment with emerging technologies without breaking the bank or investing too much time into learning how they work.

Additionally, free AI services offer opportunities for businesses to enhance their operations, improve customer experiences and increase productivity without having to allocate significant resources toward research and development. With the increasing demand for AI-powered solutions across various industries, free AI services are becoming an invaluable tool for individuals and businesses alike to stay competitive in a rapidly evolving digital landscape.

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