Writesonic is a company that develops artificial intelligence tools for content creation. It was founded by Samanyou Garg in October 2020 and is based in San Francisco. The platform uses GPT-3.5 and GPT-4 technologies.

Writesonic - Wikipedia

Writesonic is a lifesaver and saves me hours a day by extending text and rephrasing it in to content that others can understand. I specially love the Brand/tone of voice section, as it can change the whole dynamic of the piece to fit many audiences. I highly recommend. ... Is all about typing and the experience I get is to learn of more English and better understanding.The company ...

Writesonic Reviews | Read Customer Service Reviews of writesonic.com

Integrate company data via Knowledge Graph for insightful, data-backed content. With built-in keyword optimization and the option to add your own list of keywords, you can rest assured that you&#x27;ll rank higher, faster. Analyze and outperform competitor content with Writesonic&#x27;s advanced AI ...

Writesonic - Best AI Writer, Copywriting & Paraphrasing Tool

Artificial intelligence (AI) content platform Writesonic&#x27;s business jumped five-fold this fiscal so far, mainly due to faster content generation, according to a top company official. Writesonic is one of the leading artificial intelligence review platforms and news sites.

AI Content Platform Writesonic Earns 5x Growth In Business

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Writesonic Reviews 2024: Details, Pricing, & Features

Y-Combinator (the world&#x27;s best startup acceleration program) selected Writesonic as part of its Summer&#x27;21 cohort. Next ... CTO at PlayVS. Previously led engineering teams at companies like Headspace, Apple, Snapdocs, and Beats Music.

About Writesonic | We Help You Scale Content Production

Review of Writesonic Software: system overview, features, price and cost information. Get free demos and compare to similar programs.

Writesonic Software Reviews, Demo & Pricing - 2024

Writesonic is revolutionizing the landscape of content creation and customer experience, serving as your reliable companion in crafting captivating content and developing powerful AI chatbots. Our platform combines the power of AI and creativity to provide a comprehensive suite of tools for ...

Writesonic | LinkedIn

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WRITESONIC company information, funding & investors

Writesonic

writesonic

Imagine a world where marketing is accessible to early-stage startups. As early as ideation. A world where they don’t have to hire expensive but experienced consultants or work with agencies of any sort, whether in SEO, branding, performance, or something else. Where they don’t have to learn the depths of marketing themselves, already wearing so many hats that there’s barely time or space for anything else to add to this pile. Do you see where I’m going with it? Of course, the answer lies on the surface of very much hyped generative AI that could offer just that. It is now a possibility that all early startups can explore. It won’t replace – or even partially eliminate – the need for marketers, but it will finally be able to bridge the gap between the two, which is so crucial at the beginning of a startup journey. Over the last weekend, I analyzed three free – ChatGPT, Copy AI, and Writesonic – to briefly overview what startups can start with when it comes to their marketing. AI writing tools And also to put my fellow marketers at ease with their limitations that will prevent this dream world for startups from becoming the biggest nightmare for marketers. At least for now. ChatGPT: Flexibility is Key With , your world of writing is your oyster. You can use an ever-growing collection of and ask it to act in a certain way reflecting your target audience's needs and your tone of voice. ChatGPT prompts And if you need more than that, just keep the dialogue flowing – clarifying, editing, and improving your text until it perfectly suits your task. Whether outlining a blog post structure, writing an article, or summarising it into one paragraph, . ChatGPT is as flexible and accessible as you want it to be But, as with any flexibility comes responsibility. The need to know exactly what output you’re looking to achieve at the end of your conversation with ChatGPT might come as a frustrating downside for someone who doesn’t know what this output needs to look like. That’s where other GPT-powered apps come in, offering a variety of pre-made templates that the language model is purposefully fine-tuned towards. Writesonic: Is Easy Too Easy? could be an option for that. Given that, unlike ChatGPT, Writesonic has access to the latest Google open data, it can provide you with relevant links to reinforce its statements. Writesonic With only a brief input you need to complete in a couple of minutes – asking for the product description, tone of voice, and the platform that you intend to post this text on – you get a variety of results for almost anything. And that includes articles and blogs, ads and marketing tools, general writing, social media, e-commerce, website copy, company bio, mission, and vision. It seems like a one-stop shop that an , aka its own marketer, would have preferred to any other writing tool. early-stage startup founder The question is, however, if the product one-liner and the selection of the ‘dramatic’ tone of voice, for example, are enough to not only hit the right spot of your differentiated market positioning but also create a trustworthy output without making stuff up. And even when you have to input more data to create a landing page copy outlining your project name, description, and three key features, the result is still not very impressive. Of course, it does give you a wireframe template of how your copy elements might be structured, but the copy is often repetitive and generic. Copy.AI: One for Everything Writesonic seems like a one-stop shop for anything marketing related until you come across . Its template base includes so many different use cases and deliverables – including special promotions, testimonials, and motivational quotes – that it gives you ideas for your marketing campaigns even when scrolling through the list. Copy.AI Until you scroll all the way to and wedding vows… I can relate to dating profiles. It took me three hours and three edits to put the final version up. And I still don’t really want to re-read it. But wedding vows? Wow! dating profiles This is truly one for everything. What I also liked about Copy.AI is that it gives a more detailed onboarding form to generate your output. For example, it asks for a brand one-liner (or tagline), a target audience, why you started the company, the problem you are trying to solve, and how. With a similar list of tone-of-voice principles to choose from, it also gives you the option to define your personality outside of the pre-determined criteria. Do you want to sound like David Attenborough or Greta Thunberg for your startup tackling climate change? No problem, you can do that. Limitations I wouldn’t talk about possible ‘ ’ of generative AI as a limitation. Fact-checking and critical thinking should have already become our go-to skills – with the speed of fake news spreading on social media and now with GPT. hallucinations But one thing that makes these tools limited for marketing purposes is the prompt-to-output principle. Why? Because even with a small text input requested to create a GPT-powered copy, this small text has to be consistent across all templated communication materials. And even then, GPT can generate as many different variations as possible without sticking to one big idea. At the beginning of a , it is crucial to create awareness by reinforcing the same associations that come to the mind of your users. The same message – in different forms and formats – must repeat over and over, from one touchpoint to the next, from one channel to another. Only then can you rent this little mental space that represents your idea. startup journey A strategic approach, therefore, is of the essence when building a brand from scratch. So if you decide to use these marketing tools for your early startup, remember that they are implementation tools, not all-in-one marketing tools to outsource the whole function to. Stick to one concept and the same key message, reiterating it to different audiences across communication materials like a robot (pun intended) to make sure it sticks with others. And that is, interestingly, the human task of today’s marketing. But give it a go and enjoy the perks of 2023. See for yourself if would make your job – whether a startup founder or a marketer – a tiny bit easier. generative AI

Choosing AI Marketing Assistants For Your Early Startup

185 Stories To Learn About Ai Applications

Looking for the best ChatGPT alternatives? More and more people are turning to AI chatbots like ChatGPT to help with all sorts of tasks. But what if ChatGPT isn’t the perfect fit for you? We don’t like ChatGPT that much. Sometimes, the information is old, it can give biased answers, too, and it has many filters. But don’t worry! There are lots of other great options out there. To make your life easier, we’ve gathered a list of the best alternatives to ChatGPT. These chatbots are smart, helpful, and ready to assist you in getting your work done faster and better. So, keep reading our unbiased and unsponsored take to find your next favorite AI chatbot other than ChatGPT! The information presented in this article is based solely on my (Mukund Kapoor) independent analysis and research. Any links included within this content are not affiliate links and are provided for reader convenience only. I have not been sponsored or influenced by any companies mentioned to promote or rank their products. Best ChatGPT Alternatives If you’re looking for general ChatGPT alternatives because you don’t want to spend $20 every month or you’re not able to buy ChatGPT Plus, then this list is for you. Here are some of the best ChatGPT alternatives that you can try if ChatGPT is not what you like: 1. Chatsonic by Writesonic Chatsonic, powered by GPT-4, is a chatbot that aims to overcome the limitations of ChatGPT. It offers real-time data, image and voice searches, and a wide range of content creation abilities. Chatsonic is an AI writing tool that offers an unlimited plan for just $16 per month, making it the most affordable option compared to ChatGPT. Why Try Chatsonic as an Alternative to ChatGPT You can use Chatsonic to find accurate information online and avoid making mistakes. AI chatbots remember conversations and use them to keep talking to you. In our opinion, you should try using ChatSonic instead of ChatGPT. It is a great alternative that you might find more valuable as we have tried it among all the other tools in this list and found that Chatsonic performs far better than any other AI chatbot. The best part is it costs $4 less than ChatGPT, making this a worthy ChatGPT alternative. Though you may find many free options, our advice would be to go with Chatsonic and try this ChatGPT alternative. Key Features: At just $16 per month, it’s cheaper than ChatGPT but offers as much or even more. Low Cost: Chatsonic uses Google’s Knowledge Graph. That means you get up-to-date and correct info anytime. Google Know-How: You can talk to it like it’s a coach, a poet, or even a stand-up comedian! Makes chatting more fun. Fun Personas: Unlike ChatGPT, Chatsonic can make art from text. Just type something and see it turn into a cool image. AI Art: It remembers your past chats, which is super useful for keeping the conversation flowing. Smart Memory: You can also use voice commands, a step from just typing. More than Text: Got a phone? You can use Chatsonic. There’s an Android app that makes it a breeze to use on the go. Easy to Use Anywhere: If you have a business, you can make your own chatbot with Botsonic. No need for coding! DIY Chatbots: Pricing: ChatSonic offers a tiered pricing model to cater to different needs, which is fairly competitive in the market. When you sign up for a trial, you can access 10,000 premium words at no cost. If you already have a word balance on Chatsonic and would like to generate more, you can easily do so. In addition, a subscription option for $16/month provides access to an infinite supply of premium words. 2. Microsoft Bing When you think about AI-driven chat tools, the focus usually shifts to Google and OpenAI. But Microsoft Bing has shown it's not one to be overlooked. Offering an AI model that rivals ChatGPT, Microsoft has released an upgraded version of Bing that features their AI chat engine, codenamed "Sydney." Originally announced as the "Prometheus model," it was later confirmed that the tech behind it is none other than GPT-4. Why Try Microsoft Bing as an Alternative to ChatGPT For those who seek a search engine and a conversational AI bot in one, Bing provides this with finesse. The new Bing also features a Chat mode, which allows users to engage in contextual conversations based on web queries. The service also offers multimodal capabilities, visual answers, and enhanced accuracy. What makes it even more comparable to ChatGPT is its feature set, which includes abilities to plan trips, find recipes, and offer advice. Previously available only via a waitlist, Bing’s chat engine is now public. Key Features: This ensures the chat experience is as fluid and conversational as ChatGPT. Powered by GPT-4: Unlike some other chatbots, Bing also supports visual queries and can provide visual answers. Visual Input and Output: Bing AI is hooked to the web, delivering the latest information on any subject matter. Internet Connectivity: Bing keeps a history of your chats so that you can return to them later. Chat History: Bing offers different conversational styles, making it versatile for various users. Different Chat Modes: One standout feature is that Bing credits the sources from where it pulls information, providing an extra layer of trust. Cites Sources: : Pricing One of the best parts? Bing is free to use. So, if you’re looking for a no-cost alternative to ChatGPT, Bing offers a compelling case. 3. Google Bard There are now a lot of new AI conversational apps, but Google Bard an excellent alternative to ChatGPT after Microsoft's Bing Chat. It uses LAMDA (Language Model for Dialogue Applications) to have deep and long talks with users. Why Try Google Bard as an Alternative to ChatGPT Google Bard presents itself as an intriguing alternative to ChatGPT, particularly for those who are already invested in Google's ecosystem of products and services. Google Bard is also meant to be very good at understanding context and producing text that makes sense and is relevant to the context. Key Features: : Unlike other alternatives, Bard accepts both text and image inputs, making it a multi-modal chatbot. This opens doors to diverse use cases, from visual searches to image-based Q&As. Text and Image Uploads : Google's extensive database is a treasure trove of information. Bard taps into this to deliver answers that are accurate and incredibly exhaustive. Real-time Research : Bard relies on Google's next-gen PaLM 2 language and conversational model, which offers a more refined conversational experience compared to its predecessors. PaLM 2-Powered : Whether you're a coder or a content creator, Bard's export options are a boon. You can export your interactions to Google Docs or Colab, enhancing workflow efficiency. Export Capabilities : Bard's language capabilities are not confined to English. It supports multiple languages, making it an ideal tool for global users. Multilingual Support Pricing: As of now, Google Bard is free of cost since it is an experimental project. Google has not disclosed any future pricing plans, making it an attractive option for budget-conscious users. 4. Claude AI The fourth alternative to ChatGPT that has gained a lot of users in the past month is Claude AI, developed by Anthropic. With enhanced features and capabilities, Claude 2 takes the user experience to a new level. The company, which has received support from Google, positions itself as a direct competitor to OpenAI. Claude does not traditionally use the LLM model. The product utilizes unique AI techniques, referred to as "proprietary," which encompass a neural network, training data, and other undisclosed components. Why Try Claude AI as an Alternative to ChatGPT ClaudeAI is cool and does some things better than ChatGPT. First, you can add files like Word or PDFs. Claude reads them and then talks to you about them. This is something ChatGPT can't do. You can ask Claude questions about the file you uploaded, and it understands what you're asking. Another cool thing is Claude can handle a lot of words. You can chat about many things at once, and it will not forget what it said earlier. It's like talking to a friend who listens. That's because Claude uses 100K tokens, way more than ChatGPT's 8K. Claude knows things that happened up to early 2023, so it has fresher info than ChatGPT. If you want to know about new phones or events, Claude is better. But be careful with links. Claude tries to tell you what a website says, but sometimes it gets wrong. So don't trust it too much for this. Still, Claude has a lot going for it, and it is a good option if you need to upload files or want more recent information. Key Features: : Claude's got a 100k context window. What does that mean? It means it remembers a lot of what you said, so you don't have to keep repeating yourself. Big Chat Window : You can load a whole library of books into Claude. So, if you're a book lover, you and Claude will get along just fine. Book Smart : You can even send PDF files to Claude. I'll read them and chat about it with you. File Uploads : Claude is designed to be super safe to use. That's a big deal if you're worried about that kind of thing. Safe and Sound Pricing: Guess what? Claude is free right now if you're in certain countries. But they also have some plans where you pay based on how much you chat. It's cheaper than GPT-4, so that's something to consider if you're watching your wallet. 5. Poe AI Poe is a popular chatbot website that uses artificial intelligence to answer questions as quickly as possible. This unique Quora product is built on OpenAI GPT and Claude-version 1.2. Why Try Poe AI as an Alternative to ChatGPT Poe AI is the brainchild of Quora's CEO, Adam D'Angelo. His aim? To make bots easy for all to use. Poe AI offers something different in a busy field of bots like Google Bard and Bing AI. However, it's not free right now as you can only type 2 to 3 messages per day, and it costs $19/month, but it has some good reviews. The reason why it ranks so low on our list is that it lacks a lot of features that Chatsonic or Microsoft Bing AI Chat provides. Key Features: : Poe offers access to various bots like ChatGPT, GPT-4, Claude Plus, and Claude Instant, all in one interface. Multiple Bots in One App : Poe's mobile app makes it easy to chat on the go, a feature that many users find convenient compared to web-only interfaces. Mobile-Friendly : Poe provides a Pro service at $19.99 a month, which removes daily message limits and offers premium features. Subscription Plans : Poe aims to guide users in selecting the most appropriate bot for specific tasks, like writing or programming. Bot Recommendations : The app syncs all your chat data across different devices, so you can pick up right where you left off. Inter-Device Sync : Poe allows you to create and customize your own bots for unique use cases. User-Created Bots Pricing: Poe's Pro service is priced at . This gives you more access to bots. It's a decent deal if you plan to use bots a lot. $19.99 a month 6. Jasper Chat Jasper is a powerful tool that makes different kinds of content using AI. Recently, they made Jasper Chat, which is like ChatGPT but mainly for businesses like marketing and ads. It can create blog posts, suggest titles, make emails sound nice, and do other writing jobs. It can even make pictures for your stuff. Jasper Chat is built to help with writing, marketing, and sales. It uses GPT-3.5, like ChatGPT, and some other AI tech. It's great for customer service, sales, and marketing tasks. Why Try Jasper as an Alternative to ChatGPT Jasper Chat, ranked 6th among ChatGPT alternatives, is a helpful tool for content creators. It's part of the Jasper suite of AI tools and can do many things. It can write blog articles, suggest catchy titles, and even create AI art. One cool thing about Jasper Chat is that it works in 29 languages, so it's great for people worldwide. It also remembers past conversations, so it feels like a real chat. You can even teach it to sound like your brand. However, it's not perfect. Sometimes, it makes mistakes, so you might need to check its work. Also, it's not free; you must pay at least $59 monthly. But if you're serious about making content, it could be worth it. In short, Jasper Chat is a useful tool for content creators. It might not be the best in every way, but it's an excellent all-around choice. Key Features: : Jasper Chat can generate content in 29 different languages. Multilingual Support : The chatbot remembers previous interactions for more coherent and context-aware conversations. Context Memory : Users can train Jasper to align with their specific brand voice. Brand Training : Jasper can produce a wide range of content, from blog articles to AI-generated art. Content Variety Pricing: Jasper Chat is available to paid subscribers through Jasper's Business and Boss plans. The Boss plan starts at , offering a range of premium features, including the chatbot. $59 per month Although there is no free tier specifically for Jasper Chat, the company does offer a 5-day trial to let users explore its capabilities before committing to a subscription. ChatGPT Alternatives Comparison Table Features / Chatbots Chatsonic Microsoft Bing Google Bard Claude AI Poe AI Jasper Chat Cost ✅ $16/month ✅ Free ✅ Free ✅ Free (Limited) ❌ $19.99/month ❌ $59/month Real-Time Data ✅ ❌ ❌ ❌ ❌ ❌ Image Search ✅ ✅ Visual Input ✅ ❌ ❌ ❌ Voice Search ✅ ❌ ❌ ❌ ❌ ❌ Content Creation ✅ ❌ ❌ ❌ ❌ ✅ Memory ✅ ✅ Chat History ❌ ✅ 100K Tokens ❌ ✅ Up-to-Date Info ✅ ✅ ✅ ✅ ❌ ❌ Fun Personas ✅ ❌ ❌ ❌ ❌ ❌ Art Creation ✅ ❌ ❌ ❌ ❌ ✅ Multilingual ❌ ❌ ✅ ❌ ❌ ✅ DIY Chatbots ✅ ❌ ❌ ❌ ✅ ❌ File Uploads ❌ ❌ ✅ ✅ ❌ ❌ Mobile App ✅ ❌ ❌ ❌ ✅ ❌ Which is The Best ChatGPT Alternative? There are several worthy ChatGPT alternatives in the market. But, based on functionality, ease of use, and value for money, Chatsonic by Writesonic and Jasper stand out as top contenders. Everything I Liked : Writesonic doesn’t just limit itself to chat functionalities; it also offers a robust set of tools for content creation, from blog posts and articles to social media updates. Rich Feature Set : Writesonic’s underlying language model has been trained extensively, ensuring that the text generated is coherent, relevant, and, most importantly, human-like. High-Quality Text Generation : With a clean, intuitive UI, Writesonic makes it easy, even for those who are not tech savvy, to navigate through its numerous features. User Experience : Writesonic allows you to tweak the output according to your needs. You can customize tone, style, and word usage to align with your brand’s voice. Customization : Although you mentioned that cost isn’t a primary concern, it’s worth noting that Writesonic offers various plans for both individual freelancers and large enterprises. Pricing Flexibility Honorable Mention: Jasper If cost were not a factor, Jasper would be a strong contender for the top spot. Its capabilities are quite similar to those of Writesonic, including excellent text generation and customization features. However, the pricing model makes it a less accessible option for some users, especially those on a budget. And that's the end of this article. We hope this post helps you choose the best alternative similar to ChatGPT. If you have any questions or are stuck at any point making the right decision, please comment below. GreatAIPrompts community is always here for your help. This was also published on . The inclusion of any links or lists in this article is not promotional, affiliate, or for my personal benefit in any way. It was created by Mukund Kapoor without using any AI writing tool. Oh, and don’t forget to check out my recent post on . Disclaimer: content greataiprompts.com Best AI Image Generators

Tired of ChatGPT? Try These 6 Alternatives Instead

ChatGPT ক্লান্ত? পরিবর্তে এই 6 বিকল্প চেষ্টা করুন

Keine Lust mehr auf ChatGPT? Probieren Sie stattdessen diese 6 Alternativen aus

¿Estás cansado de ChatGPT? Pruebe estas 6 alternativas en su lugar

Fatigué de ChatGPT ? Essayez plutôt ces 6 alternatives

क्या आप चैटजीपीटी से थक गए हैं? इसके बजाय इन 6 विकल्पों को आज़माएँ

ChatGPT に飽きましたか?代わりに次の 6 つの代替案を試してください

ChatGPT에 지치셨나요? 대신 이 6가지 대안을 시도해 보세요

Cansado do ChatGPT? Experimente estas 6 alternativas

Устали от ChatGPT? Вместо этого попробуйте эти 6 альтернатив

ChatGPT'den bıktınız mı? Bunun yerine Bu 6 Alternatifi Deneyin

Bạn mệt mỏi với ChatGPT? Thay vào đó hãy thử 6 lựa chọn thay thế này

厌倦了 ChatGPT？尝试这 6 种替代方案

Key points: What is generative AI? What does it mean for businesses? What should every CEO know about generative AI? Today, I’d like to digress from my usual opening. I asked Bard (Google's experimental AI chat service) to write this article’s opening paragraph for me. Here’s the reply: Not perfect but still good! Just let me add a few things. So, what is generative AI? Generative ‘artificial’ ‘intelligence’ describes algorithms that can be used to create new content from vast amounts of data that they are trained in. It takes a few seconds to generate an essay, a computer code, an email, an Excel formula, a funny image and so on. For example, ChatGPT can be used to generate personalized marketing materials or to write news articles. DALL-E can be used to create brand new pics and product designs or to produce visual effects for movies and TV shows. Wanna see a Raphael painting of the Madonna and Child eating pizza? Sure, check out this masterpiece created by DALL-E below: On the subject of chatbots, I suppose everyone has heard of ChatGPT. However, it’s only one of many. Here’s a list of noteworthy alternatives: Jasper Google Bard Socratic by Google (The new) Bing Perplexity AI YouChat Chatsonic by Writesonic HuggingChat Same for Midjourney - the most popular image generation tool. Let me name a few other art generators: DALL-E Stable Diffusion Jasper Art Dream by Wombo Prompt Hunt NightCafe AutoDraw Designs.ai StarryAI Let’s dive deeper! What does all this mean for businesses? found that AI adoption has more than doubled in the past 5 years and investment in AI is also significantly on the rise. This suggests that businesses are increasingly recognizing the power of AI to improve their operations and bottom lines. A 2022 McKinsey survey That’s to say, we’re at a massive inflection point for worker productivity. Here’s one interesting experiment that was published last month: , a global management consulting firm, was testing the impacts of AI on its employees. 758 consultants were involved in the experiment. Tasks were randomly assigned one of 3 conditions: no AI access, GPT-4 AI access or GPT-4 AI access with a prompt engineering overview. Boston Consulting Group For each one of a set of 18 realistic consulting tasks within the frontier of AI’s capabilities, the consultants using AI were significantly more productive: they completed 12.2% more tasks on average they completed tasks 25.1% faster they produced results that were 40% higher in quality ![Source: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4573321# ](https://cdn.hackernoon.com/images/dlK0B6h0M0XLk1SRx1Q2XAXyi6y2-jid3ugo.jpeg) Generative AI is still a relatively new technology but it has the potential to impact on our lives in a major way. As generative AI models become more powerful and versatile, we can expect to see even more innovative and groundbreaking applications in the years to come. Here are some tips on how businesses can get started with generative AI: what kind of content or tasks do you need help with? Generative AI can be used to create a wide variety of content and once you know what you need, you can start to identify generative AI models that are suited to your specific needs. Identify your needs: don't try to do too much at once. Start by using generative AI for a single task or project. This will help you learn the basics of the technology & identify potential challenges. Start small: this will help you assess the quality of the content and to make any necessary adjustments. Get feedback: generative AI is still a new technology and it is constantly evolving. It may take some time to find the right generative AI model for your needs and to learn how to use it effectively. Be patient: Many companies around the world are actively testing AI tools and we can already see the first batch of use cases from across various domains. A few ideas every CEO should consider for automating & accelerating work and creating an early impact: A good first step is to assemble a cross-functional team that includes data scientists, legal experts and functional business leads. This team can think through some basic questions about generative AI, such as: What are the potential benefits and risks of using generative AI in our industry and/or business value chain? What is our policy and posture towards generative AI? For example, are we waiting to see how the technology evolves, investing in pilots or are we looking to build a new business? Should our posture vary across the different areas of the business? Given the limitations of current generative AI models, what criteria should we use for selecting use cases to target? How can we build an effective ecosystem of partners, communities and platforms for generative AI? What legal and community standards should generative AI models adhere to in order to maintain trust with our stakeholders? Here are some additional tips for companies considering the use of generative AI: Start small and focus on a specific use case. Be transparent about how you are using generative AI and the potential risks involved. Get feedback from stakeholders early and often. Be prepared to adapt as the technology evolves. To sum up, generative AI is a powerful technology with the potential to revolutionize many industries. However, business leaders should be cautious when adopting it as it raises a number of ethical and practical concerns. By carefully considering the potential benefits and risks, companies can position themselves to take advantage of this technology, both in the short and long term.

2023: What's Driving The Breakout Year for Generative AI?

2023: জেনারেটিভ এআই-এর জন্য ব্রেকআউট ইয়ার কী ড্রাইভ করছে?

2023: Was treibt das Jahr des Durchbruchs für generative KI an?

2023: ¿Qué está impulsando el año decisivo para la IA generativa?

2023 : qu'est-ce qui motive l'année décisive pour l'IA générative ?

2023: जनरेटिव एआई के लिए ब्रेकआउट वर्ष क्या है?

2023 年: 生成 AI の躍進の年を牽引するものは何ですか?

2023년: 제너레이티브 AI의 획기적인 해를 이끄는 원동력은 무엇입니까?

2023: O que está impulsionando o ano de ruptura da IA generativa?

2023: Что станет годом прорыва в области генеративного искусственного интеллекта?

2023: Üretken Yapay Zekanın Çıkış Yılını Neler Etkiliyor?

2023: Điều gì thúc đẩy năm đột phá của AI sáng tạo?

2023 年：是什么推动了生成式人工智能的突破？

Do you use AI? AI is everywhere, from customer support bots to digital assistants like Alexa and Siri. AI is a part of our daily lives. So how could it remain away from content writing? AI writing apps have been around for some time now. But it's ChatGPT that has taken the content writing world by storm. So much so that using ChatGPT has become the latest job skill to have after coding. Research states that businesses hiring in recent times look for candidates with ChatGPT experience. 9 out of 10 It has made quite a mark in the industry. But what is ChatGPT, and why is it important for writers? It's time to find out the answers to these questions and more. What Is ChatGPT? Conversation Generated Predictive Text, that's the full form of ChatGPT. It's a natural language processing model that basically comes up with text depending on the context of a conversation. To put it in simple words, it's an AI-powered tool that writes for you when you give it a prompt. And the software is designed in a way with algorithms and machine learning so that the text it comes up with is relevant to the context. Now, this kind of AI-backed writing software was available even before ChatGPT came into the picture. But what made OpenAI's ChatGPT so popular is its free tag. Yep, ChatGPT is free for everyone. Just create an account on the OpenAI website, and log in to start using it. Hence, more and more people who were not able to pay up for Jasper Ai or WriteSonic began working on ChatGPT. Why Did ChatGPT Become So Important For Writers? Having an AI-powered tool at your disposal is a blessing for any writer. It helps in more ways than one. And anyone who has used ChatGPT can tell you that. Because not just content writers but also people with other job profiles are using this tool. From SEO specialists to social media marketers, everyone is utilizing ChatGPT for their work. Studies show that about of professionals use ChatGPT for work without their managers or supervisors even knowing about it. 70% So why is this tool so popular and important for writers? Well, because it has too many positive points, let's look into those- First of all, it's free, without any word limit. The next would be that ChatGPT is an AI with access to a lot of information. It does something called web-scraping, i.e., it literally scrapes the web for relevant information, and then provides you with content accordingly. For example, suppose you want ChatGPT to write a blog on ‘ ’ The AI will just need a prompt, and then it will pull up all the relevant information by itself from the web about tips and tricks for content writers to increase their productivity. Productivity tips for content writers It saves time. Type in the prompt properly, and it will write the content for you in no time. You can use it as many times as you want to regenerate your content if it isn't up to your satisfaction. You may be a blog writer or just a student who needs help with their assignments; ChatGPT is the go-to tool for everyone. You can get ChatGPT to generate any form of written content. Plus, it comes up with topics for you to write about. It does a brainstorming session on its own. Saving you the worry of coming up with topics to write about. Not just topics, ChatGPT has the ability to do keyword research and provide you with a list of relevant keywords for your topics. Give ChatGPT an instruction to present you with keywords for your piece like 'Why Coding is the Future?', and it will scavenge the web for you to come up with a list of keywords like - Web development, Coding education, etc. Proofreading and editing are again something that is made easier with ChatGPT. It will show you the mistakes and typos in your content so you can go back and edit them. As a result, you won't even need another app or person to help you with proofreading. On ChatGPT, you can also edit your commands in between the writing process. You can just click on a particular command and add more details to it or delete that command. And all these benefits are very important for writers. For a writer who needs to type away 6-8 hours a day, these benefits are godsent. And as said before, ChatGPT isn't something that is only used by content writers. Businesses nowadays encourage their employees to make use of AI tools like ChatGPT so that they can get their work done faster and more efficiently. You can work in any field and still use ChatGPT for work. You might be a business analyst who needs to write reports about a certain product or service. ChatGPT can take care of that for you within no time. You just need to add the facts and info, and ChatGPT would spin a report around it. How ChatGPT Can Help Writers Get A Job Just like coding and other technical skills, having knowledge about ChatGPT is considered a job skill nowadays. Why? Because for businesses, saving time, resources, and getting things done efficiently are what matters the most. And that's what ChatGPT does - it increases efficiency, speed, and reduces errors. And any employer would want to hire someone who knows how to use ChatGPT properly. It will help the company increase its work output and reduce mistakes. Again, studies say that about of businesses nowadays look forward to getting employees who have used ChatGPT before. 91% So if you are someone who has worked with the tool, your chances of getting hired are much higher compared to someone who hasn't. Which Industries Are Hiring for ChatGPT Experience Well, as mentioned before, almost all kinds of businesses nowadays value ChatGPT experience over any other skill. Whether sales, marketing, legal, healthcare, or news, all industries are looking for people who can use ChatGPT to get the job done. And in the content writing sector, having knowledge of ChatGPT has become a necessity. Most content writers nowadays use it to write or make their content more interesting and relevant. You can actually use it for coding as well. Yes, just like writing a blog, you can use it to write codes as well. It can write code snippets in different programming languages like Java, Python, C++, etc. And it's very helpful for people who don't know much about coding but need to write pieces of code from time to time. For example, you have a blog that you want to add a subscription form for. Usually, even for such simplest tasks non-coders like me would need help from a coder or friend. But with ChatGPT, you can just enter the basic commands in a programming language, and it will generate the code for you in no time. Suppose you give the command in Python with syntax and parameters, ChatGPT will generate the code snippet for you in Python. For coders also, ChatGPT is a useful app. You can just put an end to typing long codes with a command in ChatGPT. Disadvantages Of ChatGPT ChatGPT may make the writing faster and easier, but it is still not perfect. The writing generated by this software will always require some editing from the writer. It is not 100% accurate and may contain some errors and typos in it. Plus the statistical data that the AI collects may not be up to date. So you need to double-check the accuracy of the data provided by ChatGPT before using it. Also, ChatGPT has a habit of writing generic content. It doesn't provide many facts or info, and neither does it break down complex concepts into simpler terms for better understanding. So you may have to put in more effort from your side to make the content interesting and engaging. Very few, but ChatGPT does have some flaws. That' even if companies or organizations use it, they would still have a human to supervise its results. Ways Writers Can Use ChatGPT Using ChatGPT is no rocket science; it's very easy. There's a typing space at the bottom for your command. You can just type in the instructions like, "Write a copy for job post " along with all the other specifications like tone, word count, etc. Then you just hit enter, and ChatGPT will start working on it for you immediately. But you can do more than that with ChatGPT. Let me tell you about some ways in which you can use ChatGPT other than just for writing. - ChatGPT can’t generate pictures, it can only generate writings. But you can find picture ideas through ChaGPT. For example, suppose you have written a blog around justice and law. And you want to add a picture that represents ‘justice’. Here's where you can use ChatGPT for ideas. Just type in the command "Give me a picture idea for justice", and you'll get some ideas about the kind of pictures that can go with your blog. You might get the picture of a gavel, a courthouse, or a hand holding justice scales. Search for picture ideas - If you’re done with the blog but still lacking an attention-grabbing title, then you can take the help of ChatGPT for that. Just copy-paste your article, and instruct the software to come up with an appropriate title; it will just do that. Generate Title - Using ChatGPT, you cans\ specifically target your chosen audience. For example, if you want your content to be written for medical professionals, you can specify that to ChatGPT, and it will generate content according to their specific needs. Target Your Audience Only - ChatGPT can actually suggest SEO ways for your blog. If you paste your article on the chat section and ask ChatGPT for SEO ideas, it will come up with some useful tips like using some of the phrases that are trending, words to optimize headings, and other ideas that you can use to make your blog more SEO friendly. Ask For Search Engine Optimization Ideas Will ChatGPT Replace Content Writers? A survey carried out by Times Now states about of companies using ChatGPT say that the software has already replaced workers. 48% From this research, it more or less means that ChatGPT is taking over the content writing industry. But this isn't the whole truth. Yes, ChatGPT might be changing the dynamics of content writing and making it easier for writers to get their work done. But it can never replace the writers. Why? Well, because if the writers are gone who will be there to make sense of ChatGPT's output and curate it? You see, ChatGPT is software that follows instructions, and at the end of the day, it's another machine that can't think on its own. No matter how humane it might sound, it still needs humans to interpret its output. Sure, it can generate content for you, but it can't decide on its own. What kind of content should be written? What kind of tone should be used? How to make the content more interesting? What will be the length? What kind of wording will sound better? Only a human can decide the answer to these kinds of questions. You need writers to give direction and meaning to the content. Plus, decide which parts of the content generated by ChatGPT should be used and which ones should be discarded. ChatGPT Is the Future ChatGPT, an AI software, is definitely the future of content writing and is becoming a job requirement for many businesses. Nowadays, if you know how to work on ChatGPT properly, then you will have an upper hand in the job market. Because like coding, AI is also in-demand now, and businesses need workers who can use it to get things done efficiently. ChatGPT is easy to use and can generate content quickly and accurately. Plus, it gives you the freedom to decide how the content should be. It's great software, and if you're a writer, then it's better to know how to use it for your own benefit. You don't need to do a course or anything to use ChatGPT. Just keep experimenting with it, and you'll get a hang of it.

ChatGPT & Content Writers: The Newest Job Skill to Have

In 2012, Psy’s “Gangnam Style” took the world by storm. It was the modern-day version of written by the two Daniel’s. It was more than just a song; it was a movement that swept the entire international world, and when you look closely, Psy lays out the exact blueprint on how to make money with ChatGPT. “Everything Everywhere All At Once” https://www.youtube.com/watch?v=9bZkp7q19f0&embedable=true When I think of , that’s exactly what comes to mind in this new era of “Gangnam Style”. ChatGPT OpenAI’s large language model is the game-changer of the century. It touches nearly every industry and is on pace to transform the world as we know it. No other technological invention has so transfixed the entire world. AI tools and businesses are springing up overnight. There is no shortage of GPT model businesses; I even have one called GPTBillions.com. How to Start Making Money with ChatGPT Today Never before in history has becoming a billionaire by using ChatGPT been so tangible. Content Creators, developers, and small businesses are now on the same playing field as the big fellas. AI has democratized how we do work and billionaire status is up for the taking. So how can you release your inner billionaire to achieve “Gangnam Style” status. Please follow along. ChatGPT for Marketing and Content Creation Gangnam Style not only captivated the world with its catchy tune and super cool dance moves, it made you want to get involved and be a part of the phenomenon. That’s exactly what ChatGPT can do for you and your business. You can start to create engaging content that will attract customers and start making money. Consider these three AI Tools: Need to write a sales-driven website landing page? Check out Jasper.AI Need to write engaging social media posts? Check out GoMoonbeam.com Need to draft tongue-stopping emails? Check out HoppyCopy.co With assistance from your handy AI helper, you can save time, effort and start making money with your content. AI-Generated Business Ideas From The Right Prompts The reason we all fell in love with Gangnam Style was partly due to its novelty. You can take a page from Psy’s book and create your own novelty and innovate with AI-generated big business ideas. The reason I love ChatGPT is that it’s a great brainstorming companion. It can generate a list of unique business ideas or suggestions with the help of the right prompt. Leverage AI to help you think outside the box and create new revenue streams. Check out the following three prompts. If you need more suggestions check out this resource. and showcase your deep understanding of { a particular subject matter} and create compelling, informative, and engaging content on this subject. Act as an Expert and write me a compelling sales copy in such a way that people will be lining up to buy my offering. Be sure to include scarcity and a call-to-action. Act as a World-Renowned Copywriter and create a compelling, action-oriented YouTube scripts and storyboards so I can rank top in the search algorithm. Act as Video Content Creator Develop AI-Driven Products and Services When Gangnam Style hit, most if not all of us were consumers of Psy’s brand and song. Only a select few were inspired to create songs or products as a result. This is where you can really shine and unleash your inner billionaire. Instead of just using AI ChatGPT for its output, why not get your and design money-making products that bring you monthly recurring revenue. If you frequent websites, like , then you see every single day how indie makers are leveraging OpenAI’s API to make amazing products. These innovators are on their way to becoming billionaires. No-Code MBA Product Hunt Check out these three products made by people just like you: - Create AI-Generated Videos DeepBrain - AI-Writing Tool That Eliminates Writer’s Block WriteSonic - Turn Text into Videos with AI-Voices Fliki Optimize Business Operations with AI Psy’s Gangnam Style ran like a well-oiled machine. From the producers to the dancers, everything choreographed and coordinated with seamless style. When you’re starting your AI empire, you’ll also want to streamline your processes, so you don’t have to think about it. ChatGPT is the ultimate secretary. With different AI tools, it can automate repetitive tasks and make data-driven effortlessly. Check out these three tools: - Automatically schedule your tweets with AI Hypefury Automate replies to tweets with AI Replai.so - - Automatic LinkedIn Scheduling with AI Taplio Network with like-minded people The reason Gangnam Style was so mesmerizing was because of its international flair. Psy was not shy to share his work with others, thereby networking on a global scale. If you want to become a ChatGPT billionaire, the first rule of thumb is to know that you can’t do it alone. There must be others that help you along the way. Connections with like-minded ones whether these individuals be on the internet from afar or right next to you, you need support. And on top of support, you need to continue learning and growing in your knowledge of AI. Here are a few AI newsletters that I highly recommend. Start your own newsletter and stay top-of-mind with your supporters. For this I recommend Pro Tip: Beehiiv. https://www.youtube.com/watch?v=DzmnTwUeJko&embedable=true - Get smarter with over 25,000 others Synthetic Mind - Get the latest AI news along with 100,000 others The Rundown - Boost your productivity with AI along with 150,000 others SuperHuman Buy your next idea In order for Psy’s Gangnam Style to reach critical mass, he had to buy what he needed to become the superstar that he is. He had to hire dancers, choreographers, make-up and set designers, public relations, and much, much more. Sometimes, as a future billionaire you don’t want or have time to learn all the things you need. When that time comes, you need to “buy” your way into billions. As I have become more involved in AI with my weekly newsletter, , every day I learn about new opportunities. The Peripheral Check out these three resources that can help you buy an already established AI business. - Marketplace to acquire micro-startups Microns.io - Buy and sell startups Acquire.com - Buy and sell digital assets for $100k or less TinyAcquisions.com How to Make Money with ChatGPT How to make money with ChatGPT Gangnam Style is really as simple as the steps above. The possibilities are limitless on what you can do to create your first billion. I believe we all have an inner billionaire waiting to be unleashed. That’s why I wrote my upcoming book, “ There was a time in the not too distant past when this very thought was laughable, but not today, not with the emergence of AI ChatGPT. ChatGPT Billionaire: Generational Wealth Blueprint for Black Women”. Just as Psy’s Gangnam Style took the world by surprise, I know you can too. Will you join me? To stay connected, be sure to sign up to my newsletter, and learn how can help you wipe away debt and fear forever. The Peripheral AI Toilet Paper

How to Make Money Using ChatGPT: Inspired by Gangnam Style

This thread was originally published on Twitter by Harsh Makadia 1. ScribeHow Extension for screen recording that converts any procedure into a tutorial in seconds. super handy for: entrepreneurs, educators, founders, and more. 93% less effort should be spent recording and sharing procedures. 2. Writesonic AI-powered writing assistant lets you rephrase, expand or shorten any text in a click. One tool for any type of writing. 3. Tella Bring your work to life with video. Screen and camera recording for making an impression. Fully customizable, instantly shareable, all in your browser. tella.tv/chrome 4. Arcade The easiest way to showcase your products. Create interactive demos in minutes and embed them on: • Websites • Blog post • Email • Tweet 5. timeOS The fastest meeting notes experience ever built. Instantly take meeting notes and seamlessly sync them to Notion. See your upcoming meetings and quickly join them. Never miss a meeting, or have one run over. 6. Screenity The most powerful screen recorder for Chrome. Capture, annotate, edit, and more. 7. Summari Summarize long text instantly. Become a superhuman reader. Capture the insights from virtually any text in seconds. Comprehensive, high-quality summaries written by humans + AI. 8. tl;dv Video-Record and Transcribe G Meet & Zoom. Timestamp meeting moments. Share with one click. Search every spoken word from any conversation.

8 Google Chrome Extensions to Record Any Meeting

8 extensiones de Google Chrome para grabar cualquier reunión

8 extensions Google Chrome pour enregistrer n'importe quelle réunion

किसी भी मीटिंग को रिकॉर्ड करने के लिए 8 Google Chrome एक्सटेंशन

会議を記録するための 8 つの Google Chrome 拡張機能

8 extensões do Google Chrome para gravar qualquer reunião

8 Tiện ích mở rộng của Google Chrome để ghi lại mọi cuộc họp

8 个用于记录任何会议的 Google Chrome 扩展程序

In a world where artificial intelligence (AI) is increasingly becoming more commonplace, it is no surprise that tools are becoming more popular as well. AI content generator In fact, there are a number of different AI writing software on the market that can help you create content for your website or blog. Here is a look at ten of the top AI content generation tools for 2022: 1. Jasper AI Jasper AI is a content creation platform that uses artificial intelligence to help you generate high-quality content. Jasper comes with over 50 different templates that you can use to create a wide variety of content, including blog posts, social media posts, email newsletters, and even product descriptions. Jasper is simple to use and only requires a few minutes to get started. Once you have selected a template, you just need to enter a few pieces of information, and Jasper will then automatically generate a high-quality piece of content that is ready to be published. Jasper AI is the ideal solution for bloggers and content marketers who need to create a lot of content but lack the time or resources to do so. 2. Copy AI Copy.ai is a content writing tool powered by AI that claims to help people write better and faster content. The tool includes a wide range of templates that help you create compelling copy. Copy AI does not include a “long-form blog post” template like Jasper AI, but you can create long articles using the “Blog Outline”, “Blog Intro” and “sentence expander” templates. 3. Rytr Writing your articles, blog posts, stories, and scripts is easier than ever with Rytr. Rytr is an AI tool based on technology that allows you to generate high-quality content in a fraction of the time. GPT-3 Rytr models are trained on previous online content to create original and engaging articles with appropriate tone and style, as well as grammatical accuracy. 4. Scalenut Scalenut is writing software that may be used for both short-form and long-form writing. This tool is useful for everyone who needs to write content fast. Scalenut AI algorithms use SEO and Natural Language Processing (NLP) techniques to help you write high-quality content and improve your SEO rankings at the same time. 5. WriteSonic Writesonic is a relatively new AI-based writing tool that strongly competes with other AI writing assistance. You can create high-performing ad copy, blog posts, landing page content, product descriptions, and more in minutes using the Writesonic AI. Writesonic will undoubtedly help you save a lot of time and money by allowing you to write content in less time. 6. Shortly AI Shortly AI is one of the first artificial intelligence writing tools that Uses the power of GPT-3 technology from OpenAI, now owned by Jasper. Shortly AI was created to assist those who are having difficulty creating content. Shortly.ai does not include any templates for writing content like other tools, But with instruct feature, you can write any type of content you want. For example, you can type the following command to write an article about SEO tips. /instruct[WRITE ABOUT 10 SEO tips for…] 7. Simplified AI Unlike other solutions in this category, Simplified AI provides much more than just an AI writing tool. Simplified also offers graphic design tools, a video editor, and animation tools, plus social media scheduling, making this one app that covers multiple needs. 8. Grammarly Grammarly is one of the most popular AI writing assistants on the market. It’s a great tool for non-native English speakers and people who want to improve their writing. Grammarly is free to use, but the paid version gives you access to more features, such as advanced grammar checking, vocabulary enhancement suggestions, and plagiarism detection. 9. Growthbar If you want an AI tool that’s going to help you with your SEO, Growtbar is a great option. It also has a content generation tool that can help you come up with new ideas for your blog posts or articles. 10. QuillBot QuillBot is an AI-powered writing assistant that can help you improve your writing skills. It includes a grammar checker, a paraphrasing tool, and a plagiarism checker. It’s completely free to use, and you don’t even have to sign up to test it out, which is quite convenient. simply log on and begin utilizing the tool. How to use AI writing tools to generate content Most AI writing tools are similar in use. You start by inputting the topic you want to write about and some basic information. Then, the tool will generate a piece of content based on that information. Some tools may have additional features, such as the ability to choose the tone of voice or the length of the piece. For example, I will be using Jasper to write an introduction for a blog post titled: “ How to write content faster.”: I will choose the template that I want to use. For this example, I will choose the “Blog Post intro paragraph” template. First, I will input the information that I want to include in my blog post intro. For this example, I will input the following: Next, Blog post title: How to write content faster? Audience: Bloggers The tone of voice: Professional After I input this information, I will click on the “ ” Button, and Jasper will generate a piece of content for me based on the information I provided. Generate AI Content Awesome isn’t it? In this way, you can use any of the tools mentioned above to generate content. What can you write using AI tools With AI writing tools, there is no limit to what you can write. Here are some examples of what these tools can write for you: Blog posts Articles Product descriptions Ad copy Landing pages Social media posts Email newsletters Books Stories Novels And more! Who should use AI writing tools If you find yourself or you simply don’t have the time to write as much as you would like, then an AI writing tool could be a helpful solution. struggling to come up with ideas If you are a looking to create content at scale, then AI tools are the best fit for you. blogger or content writer If you are a who wants to create high-performing ad copies or landing pages, then AI writing tools can help you to save time and money. marketer If you are a who wants to improve your writing skills, then an AI writing tool can help you to get better grades. student or academic What are the Benefits of Using AI Content Generation Tools There are many benefits of using AI content generation tools. Here are some of the most notable benefits: 1. AI content generation tools can help you to increase the efficiency of your content marketing campaigns. Increased Efficiency: By automating the content generation process, you can free up time that would otherwise be spent on manually creating content. This can allow you to focus on other aspects of your business, such as developing new products or services or expanding into new markets. 2. The cost of hiring a professional writer can be quite high, and if you are not able to generate enough content to justify the cost, then it may not be worth the investment. Cost-Effective: Using an AI content generation tool can help you to create high-quality content at a fraction of the cost of hiring a professional writer. 3. AI content generation tools can also help you to increase the engagement of your target audience. Increased Engagement: By creating targeted content that is relevant to your audience, you can encourage them to interact with your brand on a more personal level. This can lead to increased sales and brand loyalty. How to Choose the Best AI Writing tools There are a few things to keep in mind when choosing the best AI writing tool for your needs. One is the size of your team. If you have a large team, you’ll need a tool that can handle multiple users at the same time like jasper. Another is the type of writing you do. If you’re a novelist, you’ll need a different tool than if you’re a blogger. Finally, consider the price. Some AI writing tools are very expensive, while others are quite affordable. Conclusion In conclusion, if you are looking for an AI content generation tool to help you create high-quality content, then you should definitely consider one of the tools on this list. Each tool has its own unique set of features and benefits that can help you save time and money while still creating content that is engaging and informative. So, what are you waiting for? Get started today and see how an AI content generation tool can help you take your content marketing to the next level! This article is accurate and true to the best of the author’s knowledge. Content is for information not a substitute for personal counsel or professional advice in business, financial, legal, or technical matters. Also published . here

10 Best AI Content Generation Tools for All Your Content Needs in 2022

Knowing how to find bottlenecks in your application is a valuable skill when trying to scale to thousands or even millions of users. Some useful techniques for achieving this goal are and profiling. load testing In this article, we will learn how to use JMeter to load test an e-commerce application and MongoDB Profiler to find slow queries. Additionally, we will apply the Extended Reference Pattern to optimize it. These techniques have been proven effective in one of the companies I worked for, reducing the latency of endpoints by 90% and decreasing MongoDB CPU usage from 20% to 3%. The results were instrumental in enabling an e-commerce platform to handle thousands of users during a Black Friday-like event. The e-commerce application MongoStore is a simple e-commerce platform that operates in two regions of the world. It currently offers approximately 100,000 products in each region and has plans to expand to other locations. The application is developed using , TypeScript, Serverless Framework, AWS, and . Node.js MongoDB Let’s examine its current implementation and architecture: You can view the complete code along with deployment instructions. here on GitHub The Product schema contains the , , and fields. sku name description const ProductSchema = new Schema<IProduct>(
 {
 sku: { type: String, required: true },
 name: { type: String, required: true },
 description: { type: String, required: true },
 },
 { timestamps: true },
); Each region can have multiple products, and the prices are specified per region. In this case, the schema references the and fields of the product. sku price const RegionSchema = new Schema<IRegion>(
 {
 name: { type: String, required: true, index: true, unique: true },
 products: [
 {
 _id: { id: false },
 sku: { type: String, required: true },
 price: { type: Number, required: true },
 },
 ],
 },
 { timestamps: true },
); For its architecture, the application uses a MongoDB Cluster hosted on 3 EC2 instances. The servers employ AWS Lambda and are behind an API Gateway. With this configuration, MongoStore can scale the backend servers using AWS Lambda. However, the database can still present scalability challenges since it does not scale automatically. Note: Auto-scaling has intentionally not been set up to identify database bottlenecks more effectively. Profiling with MongoDB Users have reported that the website is down, and CloudWatch data confirms that the database CPU usage has reached 100%. Consequently, it is likely that a database query is causing the issue. To investigate further, you can utilize the . The profiler collects data from MongoDB queries that exceed a specific threshold and stores it in the collection. MongoDB Database Profiler system.profile Connect to the primary MongoDB instance and use to execute the following command, which sets the data collection threshold to 100 ms: Mongo Shell db.setProfilingLevel(1, 100)
{
 "was" : 0,
 "slowms" : 100,
 "sampleRate" : 1,
 "ok" : 1,
 "$clusterTime" : {
 "clusterTime" : Timestamp(1683765280, 1),
 "signature" : {
 "hash" : BinData(0,"AAAAAAAAAAAAAAAAAAAAAAAAAAA="),
 "keyId" : NumberLong(0)
 }
 },
 "operationTime" : Timestamp(1683765280, 1)
} Now, retrieve the queries that have been executed and took longer than the threshold. db.system.profile.find().pretty()
{
 "op" : "command",
 "ns" : "database.regions",
 "command" : {
 "aggregate" : "regions",
 "pipeline" : [
 {
 "$match" : {
 "_id" : ObjectId("645c38d52f5c6ee098f9a392")
 }
 },
 {
 "$unwind" : "$products"
 },
 {
 "$lookup" : {
 "from" : "products",
 "localField" : "products.sku",
 "foreignField" : "sku",
 "as" : "products.product"
 }
 },
 {
 "$unwind" : "$products.product"
 },
 {
 "$limit" : 100
 },
 {
 "$project" : {
 "_id" : "$products.product._id",
 "sku" : "$products.product.sku",
 "name" : "$products.product.name",
 "description" : "$products.product.description",
 "price" : "$products.price"
 }
 }
 ],
 "cursor" : {

 },
 "lsid" : {
 "id" : UUID("d3e2a4d9-4970-4d80-917f-384be47acbd8")
 },
 "$clusterTime" : {
 "clusterTime" : Timestamp(1684015798, 1),
 "signature" : {
 "hash" : BinData(0,"AAAAAAAAAAAAAAAAAAAAAAAAAAA="),
 "keyId" : NumberLong(0)
 }
 },
 "$db" : "database"
 },
 "keysExamined" : 1,
 "docsExamined" : 20000001,
 "cursorExhausted" : true,
 "numYield" : 20000,
 "nreturned" : 100,
 "queryHash" : "5B7E4F14",
 "planCacheKey" : "8928FB1D",
 "locks" : {
 "FeatureCompatibilityVersion" : {
 "acquireCount" : {
 "r" : NumberLong(20203)
 }
 },
 "ReplicationStateTransition" : {
 "acquireCount" : {
 "w" : NumberLong(1)
 }
 },
 "Global" : {
 "acquireCount" : {
 "r" : NumberLong(20203)
 }
 },
 "Mutex" : {
 "acquireCount" : {
 "r" : NumberLong(202)
 }
 }
 },
 "flowControl" : {

 },
 "readConcern" : {
 "level" : "local",
 "provenance" : "implicitDefault"
 },
 "writeConcern" : {
 "w" : "majority",
 "wtimeout" : 0,
 "provenance" : "implicitDefault"
 },
 "storage" : {

 },
 "responseLength" : 21893,
 "protocol" : "op_msg",
 "millis" : 12095,
 "planSummary" : "IDHACK"
} The whole operation took 12 seconds and by the variables and we can see that it only checked one index key and went through millions of documents. keysExamined docsExamined After some investigation, we noticed that we forgot to add the index to our collection. Let’s do it. sku products const ProductSchema = new Schema<IProduct>(
 {
 sku: { type: String, required: true, index: true, unique: true },
 name: { type: String, required: true },
 description: { type: String, required: true },
 },
 { timestamps: true },
); Now, let’s set the threshold to a lower time to get the results. But, first, clear the database by disabling the profiler and enabling again. db.system.profile db.setProfilingLevel(0) # disable profile
db.system.profile.drop() # drop profile database
db.setProfilingLevel(1, 10) # set threshold to 10ms db.system.profile.find().pretty()
{
 "op" : "command",
 "ns" : "database.regions",
 "command" : {
 "aggregate" : "regions",
 "pipeline" : [
 {
 "$match" : {
 "_id" : ObjectId("645c38d52f5c6ee098f9a392")
 }
 },
 {
 "$unwind" : "$products"
 },
 {
 "$lookup" : {
 "from" : "products",
 "localField" : "products.sku",
 "foreignField" : "sku",
 "as" : "products.product"
 }
 },
 {
 "$unwind" : "$products.product"
 },
 {
 "$limit" : 100
 },
 {
 "$project" : {
 "_id" : "$products.product._id",
 "sku" : "$products.product.sku",
 "name" : "$products.product.name",
 "description" : "$products.product.description",
 "price" : "$products.price"
 }
 }
 ],
 "cursor" : {

 },
 "lsid" : {
 "id" : UUID("cbbc0d5c-c35b-4428-8af6-d8b4a8ac0bd0")
 },
 "$clusterTime" : {
 "clusterTime" : Timestamp(1684015558, 1),
 "signature" : {
 "hash" : BinData(0,"AAAAAAAAAAAAAAAAAAAAAAAAAAA="),
 "keyId" : NumberLong(0)
 }
 },
 "$db" : "database"
 },
 "keysExamined" : 101,
 "docsExamined" : 101,
 "cursorExhausted" : true,
 "numYield" : 0,
 "nreturned" : 100,
 "queryHash" : "5B7E4F14",
 "planCacheKey" : "2FBA11A3",
 "locks" : {
 "FeatureCompatibilityVersion" : {
 "acquireCount" : {
 "r" : NumberLong(203)
 }
 },
 "ReplicationStateTransition" : {
 "acquireCount" : {
 "w" : NumberLong(1)
 }
 },
 "Global" : {
 "acquireCount" : {
 "r" : NumberLong(203)
 }
 },
 "Mutex" : {
 "acquireCount" : {
 "r" : NumberLong(202)
 }
 }
 },
 "flowControl" : {

 },
 "readConcern" : {
 "level" : "local",
 "provenance" : "implicitDefault"
 },
 "writeConcern" : {
 "w" : "majority",
 "wtimeout" : 0,
 "provenance" : "implicitDefault"
 },
 "storage" : {

 },
 "responseLength" : 21893,
 "protocol" : "op_msg",
 "millis" : 29,
 "planSummary" : "IDHACK
} After adding the necessary index, the execution time was dramatically reduced to only 29 milliseconds. Additionally, the number of keys and documents examined also decreased significantly. That is a lot better! And finally, our users have stopped seeing crashes in the app. Load testing with jMeter Now that we fixed the bottleneck we had, we are confident that our system can handle thousands of users on a Black Friday, right? … WRONG! Improving just one endpoint and a database query does not guarantee we can handle the load we are expecting. One effective tool for load testing is , which can simulate multiple users accessing and making requests to the system simultaneously. Apache JMeter In this scenario, let’s assume we are expecting 10,000 users are expected, with each user making approximately 1 request every 10 seconds to the endpoint responsible for fetching products. This translates to a requirement of 1,000 requests per second. To validate the system’s ability to handle this expected throughput, follow these steps: Retrieve the ID of one of the regions using . cURL curl https://3mspdgu8cb.execute-api.us-east-1.amazonaws.com/staging/regions
{"regions":[{"_id":"645c38d52f5c6ee098f9a392","name":"Alaska"},{"_id":"645c39102f5c6ee098fcb0e9","name":"Rio"}]} Use the provided endpoint to fetch 100 products from the Alaska region. https://3mspdgu8cb.execute-api.us-east-1.amazonaws.com/staging/regions/645c38d52f5c6ee098f9a392/products\?limit\=100 Create a Test Plan in JMeter using the . Configure it to simulate 100 threads with a 30-second startup time, holding the load for 60 seconds. Ultimate Thread Group plugin Configure the HTTP Request sampler in JMeter to target the appropriate endpoint. Additionaly, add the View Results Tree and Aggregate Report. Run the load tests. Upon executing the load tests, it is observed that the system only reaches approximately 20 requests per second before encountering 502 (Bad Gateway) errors. What does this mean? If we SSH into the machine and run we can see that the service crashed, meaning it couldn’t handle the load. sudo service mongod status mongod [ec2-user@ip-10-0-0-100 ~]$ sudo service mongod status
Redirecting to /bin/systemctl status mongod.service
● mongod.service - MongoDB Database Server
 Loaded: loaded (/usr/lib/systemd/system/mongod.service; enabled; vendor preset: disabled)
 Active: failed (Result: exit-code) since Tue 2023-05-16 23:28:20 UTC; 474ms ago The question is, but our query is already using the correct indexes, it is not doing a Collection Scan, and it is executing in 29ms. Can we do better than this? Yes! The Extended Reference Pattern When working with NoSQL databases, it is essential to understand that JOIN operations tend to be slow. In the context of this application, the step performed a join, negatively impacting the performance. $lookup To mitigate this, it is valuable to be aware of the . This pattern involves copying only the necessary data into the collection, eliminating the need for joins and allowing querying a single collection for the required information. Extended Reference Pattern It is also important to know that our first implementation had one drawback: having an array of products does not scale, because there is a limit of 16MB per document. Imagine if we had millions of products in each region. That array would grow quickly. To address these concerns, the Extended Reference Pattern can be applied by embedding the regions and prices directly into the product collection. This design change involves introducing a new array, , which contains the of the region and the corresponding product’s price in that region. regions _id const ProductSchema = new Schema<IProduct>(
 {
 sku: { type: String, required: true, index: true, unique: true },
 name: { type: String, required: true },
 description: { type: String, required: true },
 regions: [
 {
 _id: { type: Schema.Types.ObjectId, required: true, index: true },
 price: { type: Number, required: true },
 },
 ],
 },
 { timestamps: true },
); The application’s endpoint has been modified to utilize a new aggregate query that only queries the collection, eliminating the need for additional lookups. products export async function getProductsOptimized(
 regionId: string,
 limit: string | number,
): Promise<IProduct[]> {
 const mongoRegionId = new mongoose.Types.ObjectId(regionId);
 return Product.aggregate([
 { $match: { regions: { $elemMatch: { _id: mongoRegionId } } } },
 { $limit: Number(limit) },
 {
 $unwind: '$regions',
 },
 {
 $match: { 'regions._id': mongoRegionId },
 },
 {
 $project: {
 _id: 1,
 sku: 1,
 name: 1,
 description: 1,
 price: '$regions.price',
 },
 },
 ]);
} Upon retesting the endpoint with the optimized query using the query string parameter, the system demonstrates a significant improvement. The aggregate report shows that the throughput has increased to 80 requests per second, representing a 400% improvement. optimized=true While this improvement is substantial, it is still short of the required throughput of 1,000 requests per second. To handle such loads, additional strategies can be employed, such as vertically scaling the EC2 instances by adding more CPU and RAM, distributing the load across multiple replicas, or even sharding the database. Conclusion By utilizing MongoDB’s profiling capabilities for query optimization, load testing with tools like Apache JMeter, and applying effective design patterns like the Extended Reference Pattern, it is possible to significantly improve the performance and scalability of the application. Additionally, implementing observability practices, including monitoring, logging, and alerting, allows for proactive identification and resolution of performance bottlenecks. Also published here.

Finding Bottlenecks in MongoDB: JMeter Profiling and Load Testing Strategies

In the we took a look at , the PHP static site generator which is currently the most starred on Github. Today we’re exploring , a tool which promises to bring a Laravel-based approach to the world of PHP static site generators (SSGs). first article of the series Sculpin Jigsaw I’m gonna be honest with you — I’m not the biggest Laravel user. I appreciate what it’s done for PHP, and how it has helped push forward the world of PHP development in a time where older frameworks were struggling to keep up with innovations coming from other platforms. It’s also a prime example of the good kind of cross pollination happening in the PHP world: it employs packages from the Symfony world, The PHP League, Doctrine, and more. It’s a good lesson in building something cool on top of great foundations, without having to continuously reinvent the wheel. Overall, I think that Laravel is an excellent framework, but I’m definitely inexperienced with it. If you think I have overlooked or misjudged something (both Laravel and Jigsaw-related), please feel free to reach out to me on Twitter: constructive criticism is always welcome! Jigsaw (~900★) Just like I did with Sculpin, I’ll jump straight into the action, so let’s create a sample project and play with it! We’ll open the and start from there. official docs Unlike Sculpin, Jigsaw doesn’t provide a skeleton project we can use as quickstart. Instead, we must create a normal project, add as dependency, and use its CLI: tightenco/jigsaw mkdir jigsaw-example && cd jigsaw-examplecomposer require tightenco/jigsaw./vendor/bin/jigsaw init Let’s go through the default directory structure that was just generated. In the top level directory, we have a with this code: config.php <?phpreturn [ 'baseUrl' => '', 'production' => false, 'collections' => [],]; I’m not sure yet what this means, but having a configuration file clearly placed seems like a good approach 👍. The second PHP file is called , and it’s empty (only some commented-out code), but it hints at how we could use the event system at some point. bootstrap.php We also have Javascript dependencies. I see a , which lets me know that is being used. So I run and in the meantime I’ll explore the docs to try to understand a bit more of what I’m doing 😉. webpack.mix.js Laravel Mix npm install About 10 dependencies and 300MB in later, we’re back. Now, let’s try to build our site. It appears we have 2 ways of doing so: we can use the Jigsaw CLI to build and then serve, or use npm and its live reload capabilities provided by Browsersync: node_modules # With Jigsaw CLI./vendor/bin/jigsaw build./vendor/bin/jigsaw serve # localhost:8000# With npmnpm run watch # localhost:3000 Regardless, both work and you get this! Naturally, only John Oliver can really convey my reaction to this page. The directory structure Now let’s explore the skeleton project that was generated earlier. The order in which we’re exploring parts of the project might appear to be random because, well, it is. That’s the cool thing about discovering something new, right? The exploratory phase, where you peek at this, take a look at that, and oh, a directory! What lies therein? source Being a Laravel-based project, I’m not surprised to find an file, which contains the shiny from above. The directive hints to me that I should go look in the directory for a template, and lo and behold, there it is. Everything seems nice and tidy with the templates, let’s go check how assets are handled. index.blade.php Hello world! @extends('_layouts.master') _layouts master.blade.php Assets and configuration Laravel Mix provides out of the box support for Sass, so is your starting point. SCSS might not be the latest and shiniest thing on the CSS landscape, but it’s battle-tested and definitely gets the job done, so I approve of its inclusion. Let’s turn that page into something that will get your attention source/_assets/sass/main.scss /* source/_assets/sass/main.scss */$bg-color: red;body { background-color: $bg-color;} Let’s hit save and webpack should do its magic and turn our background red, right? Yes, it does! I’ll spare you the screenshot for your eyes’ sake, and now let’s continue our exploration. I’d like to set up a basic blog, with posts written in Markdown files. To do that, let’s introduce the concept of , which, as the docs state, . Sounds about right for a blog. Remember the file from earlier? Let’s tweak it to tell Jigsaw about our collection of blog posts: collections give you the ability to access your content at an aggregate level config.php <?phpreturn [ 'baseUrl' => '', 'production' => false, 'collections' => [ 'posts' => [ 'path' => 'blog/{date|Y-m-d}/{filename}', ], ],]; Jigsaw will look for the corresponding directory for every collection we define. In our example, will become , so in that directory let’s create a blog post to show our love for one of the greatest songs of all times. posts source/_posts ---extends: _layouts.posttitle: The Fresh Princeauthor: Will Smithdate: 1990-09-10section: content--- Now this is a story all about howMy life got flipped-turned upside downAnd I'd like to take a minuteJust sit right thereI'll tell you how I became the prince of a town called Bel-Air Let’s save this file as , and then let’s create the appropriate template as specified in the part of the front matter: . the-fresh-prince.md extends source/_layouts/post.blade.php @extends('_layouts.master')@section('body')<h1></h1> By - @yield('content')@endsection Let’s run , and we’ll have a nice directory generated with our shiny website, so let’s open the URL (which we still have to build ourselves) and… It works! ./vendor/bin/jigsaw build build_local (Author’s note: at this point I would like to add more GIFs, but I have to keep it professional. Let’s all just pretend to have a GIF of Jake Peralta saying , thank you.) noice Is Jigsaw Contentful-ready? We’ve covered some of the basics, so now the million-dollar question: is Jigsaw Contentful-ready? With this, of course, I mean how easily content stored in Contentful can be integrated in a Jigsaw-powered website. We open the , and with that page open in the tab, we can give this a try. Remember ? It contained some commented-out code which hinted at how events work, so let’s reopen that: documentation page about event listeners bootstrap.php <?phpuse TightenCo\Jigsaw\Jigsaw;/** @var $container \Illuminate\Container\Container *//** @var $events \TightenCo\Jigsaw\Events\EventBus *//*** You can run custom code at different stages of the build process by* listening to the 'beforeBuild', 'afterCollections', and 'afterBuild' events.** For example:** $events->beforeBuild(function (Jigsaw $jigsaw) {* // Your code here* });*/ Ok, seems to be reasonably easy. As extra help, after some googling I found an about creating a sitemap with Jigsaw, and the original for the events feature, so I have enough to figure this out. Let’s and hack this thing together! article pull request composer require contentful/contentful // In bootstrap.phprequire_once 'contentful_fetcher.php';$events->beforeBuild(ContentfulFetcher::class);// In contentful_fetcher.phpuse Contentful\Delivery\Client;use Contentful\Delivery\Resource\Entry;use TightenCo\Jigsaw\Jigsaw;class ContentfulFetcher{ /** * Jigsaw requires either a callable or the name of * a class which implements a method called "handle" * * @param Jigsaw $jigsaw */ public function handle(Jigsaw $jigsaw): void { // Let's only build for production if ($jigsaw->getEnvironment() === 'local') { return; } $client = $this->getClient($jigsaw); foreach ($jigsaw->getCollections() as $collection) { $this->cleanSourceDir($jigsaw, $collection); $entries = $this->getPlainEntries($client, $collection); foreach ($entries as $entry) { $this->writeEntryToMarkdownFile($jigsaw, $entry, $collection); } } } private function getClient(Jigsaw $jigsaw): Client { return new Client( $jigsaw->getConfig('contentful.accessToken'), $jigsaw->getConfig('contentful.spaceId') ); } /** * Before every run, we remove the previous contents of the source directory. */ private function cleanSourceDir(Jigsaw $jigsaw, string $collection): void { $dir = $jigsaw->getSourcePath().'/_'.$collection; $jigsaw->getFilesystem()->deleteDirectory($dir, true); } /** * We transform objects of type Contentful\Delivery\Resource\Entry * into plain arrays for ease of use later on. */ private function getPlainEntries(Client $client, string $collection): array { // Convention: // Every defined collection corresponds to a content type ID in Contentful $query = (new Contentful\Delivery\Query()) ->setContentType($collection) ; $entries = $client->getEntries($query); if (!count($entries)) { return []; } /** @var Contentful\Delivery\Resource\ContentType $contentType */ $contentType = $entries[0]->getContentType(); return \array_map(function (Entry $entry) use ($contentType) { // Convention: // The content types may contain a field called body, // which will be used as the markdown content of the generated file, // so we give it a default value $plainEntry = [ 'id' => $entry->getId(), 'body' => '', ]; foreach ($contentType->getFields() as $field) { $plainEntry[$field->getId()] = $entry->get($field->getId()); } return $plainEntry; }, $entries->getItems()); } /** * Converts an entry into a markdown file and writes it to disk. */ private function writeEntryToMarkdownFile(Jigsaw $jigsaw, array $entry, string $collection): void { $contents = '---extends: _layouts.'.$collection.'section: content'; $body = ''; foreach ($entry as $field => $value) { if ($field === 'body') { $body = $value; continue; } $contents .= $field.': '.$value."\n"; } $contents .= '---'."\n\n".$body; $path = sprintf('_%s/%s.md', $collection, $entry['id']); $jigsaw->writeSourceFile($path, $contents); }} This code is more of a proof of concept than complete implementation (it relies a lot on conventions, and it lacks handling of special fields such as locations, links, etc); however, it should get the job done for a basic example. First of all, we pass a fully-qualified class name (FQCN) to , and Jigsaw will know that it must create an instance of that class and execute the method of it. Truth be told, I think there should be an interface in order to have a stronger contract, something like this: $events->beforeBuild() handle namespace TightenCo\Jigsaw;use TightenCo\Jigsaw\Jigsaw;interface EventHandlerInterface{ public function handle(Jigsaw $jigsaw);} Or perhaps just requiring any valid callable (thus including objects implementing ). It works now in its present state but I like strong contracts, and you should know by now that I'm picky—it's in the title of the series! __invoke This is an overview of what actually does: ContentfulFetcher If the environment is detected, the whole process will be stopped. This is done to avoid the performance impact due to having to fetch all data from Contentful on every build (which can likely be very often, if running on watch mode). The idea is to run a initially to fetch all content, and then operate with what’s been stored locally. Of course, a good idea would be to add the generated files to the local , to avoid keeping them in version control (content doesn't belong there). local ./vendor/bin/jigsaw build production .gitignore We create an instance of a client object using the Contentful Delivery SDK for PHP. We iterate through all the defined collections, and we use a convention to map a local collection to a content type ID in Contentful. We then clean the corresponding directory, where we will dump the generated files. We fetch entries for the given content type, and we use the object to get a list of fields. With those fields, we build the appropriate YAML front matter section, and then we add the body at the end (string handling here is very basic and could be improved). Contentful\Delivery\Resource\ContentType We finally dump the contents of the generated file. We use the Contentful ID to save them, as we can define a pretty URL when configuring the collection. There’s a lot of gluing going on, but it works on my machine™️. This could be done a thousand times better, with more flexible configuration, but as a proof of concept I’m reasonably satisfied with it. Verdict Before our final verdict, I think it’s only fair to mention that during the process of writing this article, I experienced a couple of issues which have since been fixed. Before publishing, I got in touch with (one of the people behind Jigsaw) and explained that I was experiencing some difficulties with the handling of assets and events (misconfiguration for the former, and lack of docs for the latter). Over the course of a weekend, both issues have been fixed 👏 Matt Stauffer I quite like Jigsaw, but it’s rather barebones in its out-of-the-box configuration. Unlike Sculpin, it makes no assumption over what kind of use you’ll have for it, which is a double-edged sword: it avoids clutter and gives you complete control, but it also creates a higher barrier of entry for simple use cases such as blog. To solve this issue, Matt revealed to me that they’re building a generator with website skeletons, to address the most common needs (such as a blog, a documentation website, etc), with a to track progress. He also mentioned that they just launched a new , which I encourage you to check out. Github issue showcase of websites built with Jigsaw As a non-Laravel developer, I was afraid that Jigsaw would be difficult to pick up and use, but it definitely wasn’t the case. It is actively being developed (the events system was added just a few months ago) and is on track to quickly become the most popular PHP static site generator, in terms of stars on Github. It provides very good defaults, and assets are preconfigured to use a modern stack (Sass for CSS, and webpack with Babel for JS). The only real criticisms I can make are actually the same as when I discussed Sculpin: content and presentation (assets and templates) could be more separate; instead, they belong to the same directory, and I would love to be able to have a more defined structure for collections, instead of relying exclusively on the YAML bit before the actual Markdown contents. source Next article will be about , which describes itself as a documentation generator. Stay tuned! Couscous Originally published at www.contentful.com on August 1, 2018.

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