Artificial intelligence (AI) has emerged as one of the most transformative technologies of our time. Powered by advances in machine learning, computer vision, and natural language processing, AI is changing how we work across nearly every industry and profession.

Whereas early AI focused on automating routine tasks, modern AI systems are capable of much more. They can analyze data to detect patterns, comprehend language, make predictions, generate original content, and even beat humans at games such as chess and Go. The rapid progress in AI over the past decade has opened up countless new applications that are augmenting human capabilities and enhancing productivity.

AI is being deployed in diverse settings from healthcare to manufacturing. Doctors use AI systems to analyze medical scans and data to assist with diagnosis and treatment planning. Engineers employ AI on the factory floor to improve quality control. Customer service chatbots field routine inquiries so agents can focus on higher value interactions. The list goes on.

While AI is automating certain tasks, the technology also enables humans to focus their time on more meaningful and creative work. The real power comes when combining AI's capabilities with human skills and domain expertise. Together, humans and AI are achieving far more than either could alone. This symbiotic relationship will only deepen as AI becomes more sophisticated.

One especially promising area of AI advancement is generative AI. Unlike narrow AI designed for specific applications, generative AI can produce novel content and artifacts.

What is Generative AI?

Generative AI refers to artificial intelligence capabilities that can create new content and data from scratch. Unlike most AI systems which are trained to analyze data, generative AI can produce outputs like images, videos, audio and text that do not exist in the training data.

The key idea behind generative AI is that it learns the underlying patterns in training data - like text samples or images - and then is able to come up with brand new samples that plausibly fit within the distribution of the training data. This enables generative models to go beyond just analyzing data towards creatively producing innovative, original content. The outputs may not always make complete sense, but they showcase the rapid progress in developing AI that can autonomously create artifacts that meaningfully engage humans.

The Different Types of AI Tools

Even though generative AI has been around for not so long, there are thousands of tools out there and new ones keep appearing every day. As mentioned before, these tools are in a variety of industries, roles and categories.

Since generative artificial intelligence tools made their appearance, I become obsessed with trying them out and experiencing first hand the results in real-life use cases. Based on this, I have created an easy to understand list of categories:

Chatbots

Chatbots are AI programs designed to have conversational interactions with users. They commonly use natural language processing to understand human speech and respond in a human-like manner. These artificial intelligence tools interact with users by generating multiple outputs, such as text or images and as the technology keeps evolving, we can expect even more types of interactions between users and machines.

In this case, the classification is based on the type of interaction with the product more than the output it generates.

Chatbots provide a number of benefits for automating conversations and interacting with users, they can be used to generate responses to simple questions, to summarize texts, to create images or to create advanced texts if the right prompts are used.

Tools in this category include:

ChatGPT

We could say that ChatGPT is the mother of Generative AI. Mainly because it has been the platform that made generative AI massive and reached everybody's ears.

This is how ChatGPT describes itself:

ChatGPT is a state-of-the-art language model developed by OpenAI. It belongs to the GPT-3.5 architecture, which stands for "Generative Pre-trained Transformer 3.5." GPT-3.5 is the third iteration of the GPT series and is renowned for its impressive natural language processing capabilities.

Here are some key characteristics and features of ChatGPT:

1. Generative Pre-training: The model is pre-trained on a diverse range of internet text, allowing it to understand and generate human-like language across various domains. This pre-training process enables the model to capture grammar, context, and semantic relationships.
2. Transformer Architecture: ChatGPT employs the Transformer Architecture, which has proven effective in handling sequential data, making it well-suited for natural language processing tasks. The architecture enables the model to consider context from both preceding and following words in a given sequence.
3. Large-Scale Model: GPT-3.5 is a massive model, containing billions of parameters. This large scale contributes to its ability to understand complex patterns, generate coherent text, and perform well on a wide array of language-related tasks.
4. Conversational Abilities: As the name suggests, ChatGPT is specifically designed for conversational interactions. It can engage in dialogue, respond to user queries, and provide contextually relevant information. This makes it a versatile tool for various conversational applications.
5. Zero-Shot and Few-Shot Learning: One remarkable aspect of GPT-3.5 is its ability to perform zero-shot and few-shot learning. This means it can generate responses or perform tasks even when presented with minimal context or guidance, showcasing its adaptability to diverse prompts.
6. Text Completion and Generation: ChatGPT excels in completing text prompts and generating coherent, contextually appropriate responses. This makes it useful for tasks like writing assistance, content creation, and creative writing prompts.

Bard

Bard is Google's conversational Chatbot, it has recently been updated and is now (considering the pace at which this technology is evolving it will probably be updated again by the time you read this article) powered by Gemini, the most capable AI model to date, which has been built from the ground up to be multimodal, meaning it reasons naturally across text, images, video, audio and code. Something truly unique.

This is how Bard describes itself:

Bard is a large language model chatbot developed by Google AI. It was initially based on the LaMDA (Language Model for Dialogue Applications) family of large language models, but it was later upgraded to PaLM (Pathway Language Model) and then Gemini. Bard is available in 46 languages and 238 countries.

Bard's Main Capabilities:

• Answers your questions in a comprehensive and informative way, even if they are open ended, challenging, or strange.
• Follows your instructions and completes your requests thoughtfully.
• Generates different creative text formats of text content, like poems, code, scripts, musical pieces, email, letters, etc.
• Translates languages fluently.
• Provides summaries of factual topics or create stories.

And this is a more friendly description about Bard (also by itself):

Imagine a digital companion that can engage you in meaningful conversations, answer your questions in a helpful way, and even help you create stories and poems. That's Bard, a large language model that's powered by Google's cutting-edge artificial intelligence.

Think of Bard as a personal assistant with a wide range of skills. It can translate languages, summarize factual topics, and even generate creative text formats like scripts, musical pieces, and emails. It's like having a versatile language guru and creative partner at your fingertips.

Bard is still under development, but it's already learning and growing at an incredible pace. It's like having a friend who's always eager to learn new things and expand its knowledge.

Whether you're a student seeking personalized learning experiences, a business looking for innovative marketing solutions, or simply someone seeking a fun and engaging way to explore language and creativity, Bard is ready to help you discover new possibilities.

Claude

Claude is a next-generation AI assistant based on Anthropic’s research into training helpful, honest, and harmless AI systems. Accessible through chat interface and API in the developer console, Claude is capable of a wide variety of conversational and text processing tasks while maintaining a high degree of reliability and predictability.

Claude can help with use cases including summarization, search, creative and collaborative writing, Q&A, coding, and more. Early customers report that Claude is much less likely to produce harmful outputs, easier to converse with, and more steerable - so you can get your desired output with less effort. Claude can also take direction on personality, tone, and behavior.

Anthropic's mission relies on creating safe and responsible AI. While this might not impact on the product itself, it's a constant worry for many individuals in the AI industry as the technology keeps evolving at an overwhelming pace.

Currently, Claude is only available in the USA and UK.

Perplexity

Perplexity, similar to other conversational AI tools, has an interesting approach by showing the sources from where the information was taken in order to generate an output.

From my personal experience, even though the logic of Perplexity is interesting, the outputs that this tool generate are too vague and lacks depth.

This is how Perplexity describes itself:

Perplexity AI is a versatile tool that combines AI technology with web search to provide accurate and contextual information in response to natural language questions. It excels in intuitive interactions, processes questions while considering the entire conversation history, and provides accurate information with references. Unlike other AI models like ChatGPT and Bard, Perplexity is designed to engage in back-and-forth conversations, offer writing progress and pictures, and provide sources for the information it generates. It is also known for its contextual understanding, versatility, and ability to assist various professions such as researchers, writers, artists, musicians, and programmers in multiple tasks

As AI continues to progress, we can expect bots to handle increasingly complex conversations and provide humans with even greater assistance across a multitude of industries and applications. Their ability to automate, scale, and personalize conversations makes them highly valuable.

AI Text Generation

AI text generation refers to automated systems that can generate human-like text and use deep learning to produce remarkably coherent and advanced texts about (almost) unlimited topics.

Text generation models can be applied to a wide range of use cases:

• Blog posts and articles: Write informative and engaging blog posts and articles to establish your authority and attract organic traffic.
• Headlines and ad copy: Craft attention-grabbing headlines and ad copy that resonates with your target audience and drives clicks.
• Product descriptions: Craft compelling product descriptions that highlight the key features and benefits of your products.
• Email marketing: Generate personalized email subject lines, email body copy, and call-to-action (CTA) buttons to increase open rates, click-through rates, and conversions.
• Website copy: Craft engaging website descriptions, titles, and metadata to attract and engage visitors.
• Social media posts: Write catchy social media captions, social media ad copy, and social media bio copy to connect with your audience and build brand awareness.‍
• Sales copy: Create persuasive sales copy that drives conversions and boosts your sales numbers.
• Technical Writing: These tools can be used to create various technical documents, including: User Manuals, White Papers, Scripts and more.
• And the list can keep going...

Even though AI chatbot platforms like ChatGPT, Bard or Claude can be used to create marketing content such as blog articles or social media posts, there are tools that have been ideated with this in mind from the ground up, making the content creation much more advanced through predefined frameworks and more efficient processes.

These platforms allow you to create a brand voice, where you can define your target audience, the style of your content (funny, professional, informal, etc) and additional information about your business in order to generate outputs more focused on what you are doing.

Some of the AI writing tools in this category include:

Jasper

Jasper, previously named Jarvis AI, is the first generative AI tool focused on marketing teams. Jasper's first version was launched in February 2021, using natural language generation based on templates to assist with copyrights for Facebook and Google ads. The product kept growing and adding new features to become an AI content platform, including dozens of templates with predefined content generation frameworks and also image generation.

Pros of Jasper:

• Best UX: Simple and straightforward content creation.
• As Jasper is focused on enterprise teams, they have a more advanced "Company Knowledge" base, as they call it, where they allow you to upload information about your business. This makes the outputs even more personalized.
• Includes insights to make blog posts and articles perform better.

Cons of Jasper:

• The blog posts and articles generated are less advanced and look more "machine-generated" than other competitors.
• Pricing: Jasper pricing is the highest of the three tools mentioned in this category. But it offers a limited time free trial.

Writesonic

Writesonic is a generative AI content platform with multiple products designed to assist users in generating content quickly and efficiently. Writesonic's main product is Writesonic itself (as confusing as it sounds) but they also have additional products such as:

1. Chatsonic: A conversation partner that can help you with a variety of tasks, including generating ideas, posts, real-time data and more. Similar to ChatGPT, Bard and Claude mentioned previously.
2. Botsonic: A no-code AI chatbot builder that lets you create hyper-intelligent, conversational AI experiences for your website visitors in minutes.
3. Photosonic: An AI-powered art generator that transforms your imagination into captivating and realistic images.
4. Audiosonic: An advanced text-to-speech (TTS) generator that transforms written text into realistic and human-like audio in seconds.

Pros of Writesonic:

• Great free plan. It allows you to generate up to 10.000 monthly words and it will definitely be enough for freelancers and small businesses (except if you generate more than 4/5 articles per month)
• It has multiple products in one. For the same price you can have a AI set to work with.
• The long-text outputs generated are greatly articulated and well defined.

Cons of Writesonic:

• The UX: Having multiple products makes it somewhat confusing to navigate and sometimes you might get lost going from one type of content to the other.
• Photosonic does not generate good images compared to other AI image generation tools (at least not yet).

Copy.ai

With Copy.ai, users can get AI-generated text for a wide range of applications including emails, blog posts, marketing copy, and more. The goal of Copy.ai is to make high-quality written content fast, affordable and accessible to everyone. It aims to save people time and effort in writing while still producing human-level quality results.

One of the key features of Copy.ai is its ability to generate high-quality written content. The AI behind Copy.ai is trained on millions of web pages and articles to learn effective techniques for communicating information. This allows it to write complete, coherent content on a wide variety of topics.

Pros of Copy.ai:

• Outstanding long content creation. Copy.ai generates long blog posts and articles with great logical structure.
• Pricing: Copy.ai offers a free plan with 200 credits which allows you to create several projects and also provides a good price for unlimited access.
• For some of the content generation templates offered, you receive multiple outputs based on content generation frameworks (AIDA, BISCUIT, PAS, ACCA, etc) making it extremely useful for non marketing specialists.

Cons of Copy.ai:

• Offers less features than the other alternatives.
• It works based on "Workflows". Even though Copy.ai is easy to use, this makes it counter-intuitive.

The applications of AI text generation are rapidly expanding. While current systems have limitations in accuracy and coherence, they continue to improve. Text generation promises to profoundly impact how we produce and consume textual information across many domains.

AI Image Generation

Artificial intelligence has shown remarkable progress in generating realistic and creative images. Powerful image models can create original images and art from text descriptions.

These AI systems have been trained on millions of image-text pairs to understand visual concepts. Given a text prompt, they can generate high-quality images that match the description. In some cases, they can take an existing low resolution image and scale it up to a high-resolution version while retaining detail. These platforms can also modify images by adding or removing elements as specified in text prompts.

DALL-E

DALL-E is OpenAI's image generative model. It is an extension of the GPT architecture, the same underlying architecture as models like GPT-3.5. DALL-E, however, is designed specifically for generating images based on textual descriptions.

DALL-E can generate photorealistic imagery, paintings and drawings and abstract art among many more use cases.

Midjourney

Midjourney is one of the biggest names in generative AI image creation. It uses a diffusion model, a type of generative AI that learns to create images by starting with a blank canvas and gradually refining it based on a given prompt.

One of the particular aspects about Midjourney is that the use of the platform is not done through their own website, but through Discord, a community platform with multiple channels and groups. Something similar to Slack if you are more familiar with that tool. This means that using Midjourney is not that user friendly. 

But, good news, they have recently launched their own dedicated website for image creation, which at the moment is only for users that have created over 10.000 images. However, they expect to launch it massively to all users soon.

Adobe Firefly

If we think about images, videos, editing, and so on, Adobe is probably the first company and product that comes to our minds. And they surely didn't want to miss the party!

Adobe launched Firefly, their artificial intelligence standalone platform for creating stunning artificial images. But compared to other tools from Adobe, you don't need to be an expert or have knowledge on the field to use Firefly.

It has already evolved from Firefly 1 to Firefly 2 and the improvement has been outstanding. This is another great alternative if you are looking for a good image generation tool.

Leonardo.ai

Leonardo.ai is another alternative tool for generative AI image creation. It offers a seamless and user-friendly interface with exceptional AI capabilities.

One of the main characteristics of Leonardo.ai is that it excels in generating high-quality AI art, and is particularly good in the generation of image assets for computer games. Its ability to capture intricate details and produce realistic textures makes it a favorite among artists and designers. But it’s not only for these professionals, Leonardo.ai also creates stunning realistic images and multiple other use cases.

Playground

Playground is another well known image generation AI tool, but it offers a unique approach, it combines image generation with advanced editing features in one tool. This gives users the capabilities to generate multiple outputs until they are satisfied.

If you are a user with knowledge on image edition, you should definitely give Playground a try.

The applications of these AI image generators are vast, and go from creating art and illustrations to assisting graphic designers and photographers. There are concerns around copyright and misuse and also related to some of the outputs generated having clear errors such as blurry faces or areas, deformed elements or even extra limbs. However, it’s important to consider that this is a technology which has just been launched.

These tools demonstrate the rapid progress of AI in mastering visual creativity through deep learning. Powerful generative models are opening new possibilities in automating and augmenting human creativity.

AI Video Generation

You think you’ve seen all about gen AI? Well, let me tell you that it will keep surprising you. Recent advances in AI have also enabled the generation of realistic videos, opening new creative possibilities for media.

AI video generation can be used to:

• Create personalized digital avatars that look and sound like real people.
• Modify or edit existing videos by adding, removing or altering elements seamlessly. This allows enhancing footage, correcting mistakes, adding eye contact or creating special effects.
• Generate entirely new video content from just a prompt. This allows automating video production for things like training videos, advertisements, etc.
• Synthesize talking head videos using only audio clips and existing imagery. The AI generates lip syncing and natural facial expressions.
• Upscale and restore low resolution archival videos to high definition quality.

These are some tools that are grabbing a lot of the attention in the generative AI video generation category:

Synthesia

Synthesia is a revolutionary AI video creation platform that empowers anyone to produce professional-grade videos without the need for actors, studios, or even microphones. Its proprietary AI technology seamlessly generates lip-synced videos from text or scripts using AI avatars or creating your own personal avatar with your own voice, allowing creators to craft engaging and informative content with unparalleled flexibility.

You can simply choose from different background images, add text and some design elements to have your video ready.

Synthesia allows you to pick from over 140 pre-existing avatars and choose from more than 120 languages with just one click.

It's a great tool for training videos in areas such as sales, marketing and development and for customer service teams to create how-to videos.

VEED.IO

VEED.IO is an online video editor that empowers anyone to create professional-looking videos without any prior editing experience. It uses AI to simplify and enhance the video creation process.

Some of the AI features included are:

• ‍Text-to-Speech Voiceover Creation: It enables you to create professional-sounding voice overs for your videos without the need for a voice actor. Choose from a variety of voices and accents to match your content.‍
• Avatars: Similar to Synthesia, VEED.IO allows you to choose from over 50 avatars to animate and create your own videos.
• ‍Eye Contact AI: As strange as it sounds, you can activate an option for your eyes to look directly to the camera. If you are reading a prompter, following a script or if you are just distracted looking somewhere else, the AI will do the work for you and make your eyes look at the camera in an absolutely seamless way.‍
• Video Background Removal: The AI background removal feature isolates subjects from their backgrounds, allowing you to replace or change the background seamlessly. This capability is particularly useful for creating professional-looking videos without the need for green screens or complex editing techniques.

HeyGen

HeyGen is Synthesia's direct competitor. It's a professional AI platform that allows you to generate videos from scratch by using existing avatars or customizing your own avatar. You can choose from over 100 avatars, +300 voices and more than 40 languages.

Once you have selected your avatar, you can choose voice and language from multiple pre default templates with background images and style. Your training video will be ready in just a few steps.

Descript

Descript is a simple and powerful video creation and edition platform that uses the power of artificial intelligence to simplify and enhance the process of doing so. Similar to VEED.IO, it started as a video edition tool that then added AI features.

Some of the AI features included in the platform are:

• ‍Eye contact: Yes, another platform that offers this creepy (but extremely useful) feature to focus your eye balls to the camera, even if you are looking towards somewhere else.‍
• AI-Powered Voiceover Generation: Descript offers AI-powered voiceover generation, allowing you to create natural-sounding narration without recording your own voice. It provides a vast library of AI voices in various accents and languages, ensuring you can find a voice that suits your project and audience.‍
• Remove Filler Words: Descript can automatically correct common pronunciation errors like "ums", "you knows" and mispronunciations in your voiceover recordings to ensure clear, concise, and free of speech error narrations.‍
• Studio Sound: Descript can automatically adjust the volume of your audio recordings, ensuring consistent audio levels throughout your video. This feature helps maintain a professional and balanced soundscape.‍
• Text-to-Speech: Descript offers AI-powered text-to-speech capabilities, allowing you to generate natural-sounding narration from text. It provides a variety of voices and options for customizing the tone and pacing of the narration.

Kapwing

Kapwing is an online video editing platform that empowers anyone to create professional and engaging marketing videos without any prior editing experience. It offers a comprehensive suite of features, including video editing, screen recording, subtitles & transcriptions, and collaboration, all within a single platform.

You can use some of the multiple AI features that they have to create your own videos:

• Video Generator: Just enter your idea and Kapwing will create your video using your prompt. It will add music, subtitles and voila, video ready!
• Script Generator: If you are lacking words to create a script, just add your prompt, define the length of your script and Kapwing will generate it for you.
• Social-ready Videos: Automatically resizes your videos to the correct dimension for any social platform and adds animated word-by-word subtitles.
• Generative AI image generation and edition: Kapwing is powered by DALL-E technology and has its built in image generation to search and add images to your projects. It also offers some additional editing capabilities.
• Find Highlights: Kapwing automatically finds the highlights of your video to create short viral clips for your social media channels.

Depending on what you might be looking for, each platform will suit your needs. If you are looking to create fast training and product onboarding videos, then Synthesia and HeyGen might be what you are looking for. If what you need is a more professional editing and creation tool, then VEED.IO and Descript could be for you. And if you are looking for a tool to create engaging social media content, then Kapwing should be your pick.

These are just some of the multiple alternatives of AI video generation tools. As the technology keeps evolving, more useful products will continue to appear.

AI Voice Generation

Advances in AI and machine learning have led to major improvements in voice generation tools and technologies. AI voice generation refers to the use of AI to generate synthetic speech that sounds convincingly human.

Some of the key AI voice generation technologies include:

• Text-to-Speech: Text-to-Speech technology converts text into lifelike speech. They rely on deep learning models that are trained on large datasets of human speech to generate high-quality audio outputs.
• Voice Conversion: Voice conversion systems can take an audio sample from one person and convert it to sound like another person's voice.
• Voice Cloning: With just a few minutes of sample audio, AI can clone anyone's voice and synthesize new speech sounding just like them.

Many of the artificial intelligence video platforms previously mentioned offer text-to-speech features, but more specialized tools in the voice generation segment offer advanced capabilities around this need.

Speechify

Speechify is a text-to-speech (TTS) app that uses artificial intelligence (AI) to generate natural-sounding narration from text. It can read aloud virtually any type of content, including books, articles, email, and even web pages.

You can choose from hundreds of voices or even clone your own voice (or any other) to use it in text-to-speech projects. Just speak, record and it's done. And if you want you can add emotion to the voice to make it sound more human.

Murf.ai

Murf is a very similar alternative to Speechify. This platform allows you to clone voices, create translations and use their TTS technology to create unique audios for advertisement, audiobooks, product demos, video games, podcasts and any other use case that you want.

ElevenLabs

ElevenLabs is another alternative to the two previous ones, offering a very similar platform that includes voice cloning, dubbing and translation and text-to-speech content creation.

One additional feature that this tool offers is their speech-to-speech technology, allowing you to upload a voice track and automatically change it to another voice, making it sound very human and convincing.

AI voice generation technology is rapidly advancing thanks to deep learning techniques. The applications are widespread, going from digital assistants to helping people with disabilities to creative media production, and we can surely expect to see many more use cases in the near future.

Additional AI Tools to Watch

These categories are just a personal way to divide some of the extremely powerful tools that are currently being used by professionals in their workspaces today, but of course that there are hundreds of other top AI tools out there ready to be discovered.

For example, tools to create decks just by adding a prompt and selecting some design elements, such as SlidesAi or Tome.

Tools to improve productivity and communication by automatically transcribing meetings or cleaning background noise, such as Sembly or Krisp.

Tools to create unique royalty free music with AI such as Beatoven, Soundful or Soundraw.

Or tools to create novels and all types of storytelling such as NovelAi.

The list can go on and on. Generative artificial intelligence is just getting started.

Ethical Considerations

The rapid development of generative AI has sparked important discussions around ethics and responsible innovation. As these technologies become more advanced and accessible, there is potential for misuse if not developed carefully.

One major concern is around the creation of disinformation and media manipulated to deceive. The ability to generate high-quality fake video, audio, images and text could be used to spread misinformation or impersonate others. More research is needed to detect generated content and prevent harmful use cases.

Another consideration is content moderation. Since generative models are trained on real-world data, they risk amplifying or generating biased, toxic or untrue content if not properly monitored. Companies developing these technologies have a responsibility to implement systems that filter out harmful content during training and use.

There are also risks related to intellectual property and data privacy if generative models repurpose copyrighted source material or personal data without consent. Proper acknowledgement of sources and consent for data use should be prioritized.

Overall, the incredible potential of generative AI must be balanced with thoughtful consideration of possible downsides. By proactively addressing ethical concerns, we can shape the future of AI in a responsible way that maximizes benefits to society. Generative AI holds enormous potential to augment human capabilities and transform industries, the possibilities are tremendously exciting.

The Future of Generative AI

Generative AI is still in its early stages, but it has incredible potential to transform more fields and industries in the future. As the technology improves, generative AI will likely become capable of producing even more sophisticated and realistic content.

Here are some possibilities for where generative AI is headed:

• More advanced creative applications like generating videos, music, and complex 3D models and animations. Generative AI could help automate creative workflows.
• Revolutionizing customer service through highly conversational and empathetic AI chatbots and voice agents. These systems may become indistinguishable from humans.
• Automating more business processes like generating reports, summaries, and analysis based on data. This could enable faster and better business decision making.
• Personalization at scale - using AI to customize and tailor content like marketing messages to each individual. This allows for more relevance and engagement.
• Natural language processing advances that allow AI systems to better understand nuance, context and engage in complex dialogue.

There are companies already working and creating products in these fields, but what we can surely expect is an improvement in each of these platforms and technologies, moving at a pace that will keep on surprising even the most savvy technology evangelists.

In case you were wondering, yes, this article has been created using AI tools, but only the structure of it. And this is the beauty of artificial intelligence, it allows people like me, who have always been eager to share knowledge and information but found it hard to write a blog post, to be able to do it. Based on my experience, the best gen AI use cases created so far are those that combine artificial intelligence with a human curated layer.

The future is here, and generative AI will increasingly become a ubiquitous part of our lives. The possibilities are endless.