Generative AI: What Is It, Tools, Models, Applications and Use Cases

Generative AI produces new content, chat responses, designs, synthetic data or deepfakes. Traditional AI, on the other hand, has focused on detecting patterns, making decisions, honing analytics, classifying data and detecting fraud. At a high level, attention refers to the mathematical description of how things (e.g., words) relate to, complement and modify each other. The breakthrough technique could also discover relationships, or hidden orders, between other things buried in the data that humans might have been unaware of because they were too complicated to express or discern. ChatGPT and other tools like it are trained on large amounts of publicly available data.

However, you can make the technology works in your favor by building your own AI solutions. At Uptech, we’ve helped companies develop AI capabilities from scratch, and here’s how we do it. Lawyers are burdened with paperwork and research and benefit from the robust capabilities of generative AI.

Create product descriptions in Jasper from new or updated Airtable records

GitHub Copilot is available through GitHub personal accounts with GitHub Copilot for Individuals or through organisation accounts with GitHub Copilot for Business. Whether for creating product explainers, training videos, or how-tos, having a professional spokesperson helps a lot in spreading your message. Traditionally, you’d need to hire an actor, get a camera, and ensure proper lighting. This tool analyses an image and identifies the prompts one might need to input to generate it. Type Studio is a video editing tool that enables users to edit their videos by making changes directly to the transcribed text.

• If needed, we apply hyperparameters optimization techniques such as random search and grid search to obtain the best performance.
• Where the apps on this list stand out is in how easy they make it to integrate AI text generation into an actual workflow.
• And on the right is an inline doc editor that allows you to cut, copy, paste, and polish your way to long-form content in minutes.
• Generative AI produces new content, chat responses, designs, synthetic data or deepfakes.
• By analyzing vast musical databases, FlowMachines can generate original melodies and compositions in various styles.
• These models can process multiple types of data, resulting in sophisticated outputs such as images generated from text prompts, showcasing their versatility and potential for a wide range of applications.

As good as these new one-off tools are, the most significant impact of generative AI will come from embedding these capabilities directly into versions of the tools we already use. The field saw a resurgence in the wake of advances in neural networks and deep Yakov Livshits learning in 2010 that enabled the technology to automatically learn to parse existing text, classify image elements and transcribe audio. Researchers have been creating AI and other tools for programmatically generating content since the early days of AI.

Choosing the best Generative AI tool(s) for your business

For growing businesses and professionals in any field, this can be wildly beneficial, especially when finding company-wide productivity hacks. Translation apps, mapping software, streaming services, e-commerce sites, and social media platforms were already using some form of AI to enrich our experiences with curated feeds, ads, and suggestions. Many companies will also customize generative AI on their own data to help improve branding and communication. Programming teams will use generative AI to enforce company-specific best practices for writing and formatting more readable and consistent code. Generative AI promises to help creative workers explore variations of ideas. Artists might start with a basic design concept and then explore variations.

As a large language model, they also excel in understanding and generating human-like text responses. Artificial intelligence tools use machine learning to generate responses or perform basic tasks based on the criteria you input. These responses might include (and are not limited to) summarizing or creating long or short-form content, image editing or designing, video and editing, audio transcribing, checking lines of code, and so much more. Google DeepMind’s generative AI capabilities are based on powerful algorithms and neural networks that enable it to learn from vast amounts of data and generate creative outputs.

Yakov Livshits
Founder of the DevEducation project
A prolific businessman and investor, and the founder of several large companies in Israel, the USA and the UAE, Yakov’s corporation comprises over 2,000 employees all over the world. He graduated from the University of Oxford in the UK and Technion in Israel, before moving on to study complex systems science at NECSI in the USA. Yakov has a Masters in Software Development.

Take a look at some of the programs from Mailchimp and see how AI technology can help your business. As much as we want it to be, artificial intelligence isn’t perfect, even with the advanced tools of intelligent technology and a computer’s ability to do deep learning. Learning analytics is gaining popularity day by day by helping educators and L&D managers understand learner behavior.

Scribe excels in tailored tasks, supercharging productivity, although intricate creative writing may demand human touch for precision. Video Generation involves deep learning methods such as GANs and Video Diffusion to generate new videos by predicting frames based on previous frames. Video Generation can be used in various fields, such as entertainment, sports analysis, and autonomous driving. Speech Generation can be used in text-to-speech conversion, virtual assistants, and voice cloning. Pictory AI is an AI-driven video creation software that simplifies and enables the process of turning written content into engaging videos.

Which is the best generative AI tool?

Generative AI can take on a specific persona and interact with users like humans do. While it’s not perfect, such applications allow you to anticipate, practice and respond to various scenarios before the event. There’s much to consider when planning a vacation, including the weather, flights, hotel, and places of interest.

Rytr is a little less competent at generating long-form content without you guiding it through the process, and there are fewer templates for specific things. The interface also isn’t as polished, and there isn’t as much hand-holding to get you started. Still, as Rytr is using GPT like almost all the other apps on this list, you should be able to get it to produce substantially similar output. Notion is marketed as your “teammate” before, during, and after the writing process.

Let’s have a look at how AI tools like ChatGPT can influence the eLearning industry. s can range in cost depending on the features you are looking for and whether you are using an open-source or proprietary platform. Typically, general purpose AI platforms come with a price tag that could range from hundreds to thousands of dollars per month, though many providers offer subscription plans so businesses can pay-as-they-go. On the other hand, open source solutions are usually free of charge, but may require more technical expertise to set up or utilize than paid solutions. Ultimately, the cost of generative AI tools depends on the type of product your organization needs and how much time and effort you’re willing to put into it. Though writing and art are getting the most buzz from generative AI right now, the technology can also create lifelike voiceovers from text commands.

This all-in mindset for the technology shows the intense interest and investment in AI across academia, private industry, and government. We’ve collected all our best articles on different categories of generative AI products that will make it easy for you to see how AI can directly impact your day-to-day. Prior to joining Kumospace, he spent his career founding and operating businesses. A wholehearted extrovert, he organizes VentureSails, a series of networking events for founders and tech investors.

Yakov Livshitss have evolved from experimental novelties to transformative technologies that are reshaping industries. From content creation and music composition to coding and design, these tools are pushing the boundaries of human creativity and productivity. As the generative AI landscape continues to expand, both businesses and individuals have the opportunity to leverage these tools to innovate, automate, and elevate their work. Generative AI relies on advanced techniques like deep learning and generative models such as Generative Adversarial Networks (GANs) or Variational Autoencoders (VAEs). GANs feature two critical components – the generator and the discriminator.