Chatbot Software

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Browse free open source Chatbot software and projects below. Use the toggles on the left to filter open source Chatbot software by OS, license, language, programming language, and project status.

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  • 1
    XiaoZhi AI Chatbot

    XiaoZhi AI Chatbot

    Build your own AI friend

    xiaozhi-esp32 is an open-source project that guides users in building their own AI-powered conversational companion using the ESP32 microcontroller. The project provides detailed instructions on assembling the hardware, setting up the software, and integrating AI models to enable natural language interactions. This DIY approach offers an accessible entry point into AI and hardware development.
    Downloads: 233 This Week
    Last Update:
    See Project
  • 2
    Ultroid

    Ultroid

    Telegram UserBot, Built in Python Using Telethon lib

    Ultroid, a pluggable telegram userbot, made in python using Telethon! Ultroid has been written from scratch, making it more stable and less crashes. Ultroid warns you when you try to install/execute dangerous stuff (people nowadays make plugins to hack user accounts, Ultroid is safe). Unlike many others userbots that are being suspended by Heroku, Ultroid doesn't get suspended. Ultroid has been written from scratch, making it more stable and less of crashes. Error handling been done in the best way possible, such that the bot doesn't crash and stop all of a sudden. Ultroid has minimal amount of plugins (just the necessary ones) in the main repository, and all the other less-useful stuff in the addons repository. This facilitates quick deployments and lag-free use. Ultroid can install any plugin from the most of the other 'userbots' without any issue.
    Downloads: 43 This Week
    Last Update:
    See Project
  • 3
    Telegram Drive

    Telegram Drive

    Telegram Drive

    Telegram Drive is a powerful utility that enables you to organize your telegram files and much more. Teldrive stands out among similar tools, thanks to its implementation in Go, a language known for its efficiency. Its performance surpasses alternatives written in Python and other languages, with the exception of Rust. Teldrive not only excels in speed but also offers an intuitive user interface for efficient file interaction which other tool lacks. Its compatibility with Rclone further enhances file management.
    Downloads: 34 This Week
    Last Update:
    See Project
  • 4
    Telegram Media Downloader

    Telegram Media Downloader

    Download media files from a telegram conversation/chat/channel

    Download media files from a telegram conversation/chat/channel up to 2GiB per file.
    Downloads: 28 This Week
    Last Update:
    See Project
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  • 5
    python-telegram-bot

    python-telegram-bot

    A Python wrapper you can't refuse

    python-telegram-bot is a library that provides a pure Python interface for the Telegram Bot API. It supports all types and methods of the API 4.8, and is compatible with all Python versions 3.5+ as well as PyPy. Apart from the pure API implementation, python-telegram-bot also offers several high-level classes contained in the telegram.ext submodule. These make bot development much easier and straightforward. python-telegram-bot is free and open source, fun to use, and fast and easy to install. Visit https://github.com/python-telegram-bot/python-telegram-bot/blob/master/examples/README.md to see official examples or the project’s wiki on https://github.com/python-telegram-bot/python-telegram-bot/wiki/Examples to see other community-built bots.
    Downloads: 28 This Week
    Last Update:
    See Project
  • 6
    X-UI

    X-UI

    Lightweight Xray panel with multi-protocol and multi-user

    The xray panel supports single-end multi-user and multi-protocol. Monitor and manage your agency services conveniently and quickly through free Telegram bot.
    Downloads: 24 This Week
    Last Update:
    See Project
  • 7
    pyTelegramBotAPI

    pyTelegramBotAPI

    Python Telegram bot api.

    TeleBot is the synchronous and asynchronous implementation of Telegram Bot API.
    Downloads: 23 This Week
    Last Update:
    See Project
  • 8
    FreedomGPT

    FreedomGPT

    React and Electron-based app that executes the FreedomGPT LLM locally

    FreedomGPT is a locally executed large language model (LLM) application built using React and Electron, allowing users to interact with AI models privately on their Mac or Windows devices. The app enables offline operation, ensuring privacy and security while providing a chat-based interface for seamless communication with the AI. It supports integration with models like Liberty Edge and offers an open-source solution for those seeking more control over their AI interactions. The app's setup is simple, and it includes clear installation guides for both macOS and Windows platforms, as well as detailed instructions for building necessary libraries like llama.cpp.
    Downloads: 17 This Week
    Last Update:
    See Project
  • 9
    Botpress

    Botpress

    Dev tools to reliably understand text and automate conversations

    We make building chatbots much easier for developers. We have put together the boilerplate code and infrastructure you need to get a chatbot up and running. We propose you a complete dev-friendly platform that ships with all the tools you need to build, deploy and manage production-grade chatbots in record time. Built-in Natural Language Processing tasks such as intent recognition, spell checking, entity extraction, and slot tagging (and many others). A visual conversation studio to design multi-turn conversations and workflows. An emulator & a debugger to simulate conversations and debug your chatbot. Support for popular messaging channels like Slack, Telegram, MS Teams, Facebook Messenger, and an embeddable web chat. An SDK and code editor to extend the capabilities. Post-deployment tools like analytics dashboards, human handoff and more.
    Downloads: 16 This Week
    Last Update:
    See Project
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  • 10
    Rasa

    Rasa

    Open source machine learning framework to automate text conversations

    Rasa is an open source machine learning framework to automate text-and voice-based conversations. With Rasa, you can build contextual assistants on Facebook Messenger, Slack, Google Hangouts, Webex Teams, Microsoft Bot Framework, Rocket.Chat, Mattermost, Telegram, and Twilio or on your own custom conversational channels. Rasa helps you build contextual assistants capable of having layered conversations with lots of back-and-forths. In order for a human to have a meaningful exchange with a contextual assistant, the assistant needs to be able to use context to build on things that were previously discussed. Rasa enables you to build assistants that can do this in a scalable way. Rasa uses Poetry for packaging and dependency management. If you want to build it from the source, you have to install Poetry first. By default, Poetry will try to use the currently activated Python version to create the virtual environment for the current project automatically.
    Downloads: 16 This Week
    Last Update:
    See Project
  • 11
    Ninjabot

    Ninjabot

    A fast cryptocurrency platform for trading bot in Go

    A fast cryptocurrency trading bot framework implemented in Go. Ninjabot permits users to create and test custom strategies for spot markets. Ninjabot is an open-source platform that provides tools to implement custom strategies and backtests for trading cryptocurrencies in Go. Ninjabot CLI provides utilities commands to support backtesting and bot development. Currently, we only support Binance exchange. If you want to include support for other exchanges, you need to implement a new struct that implements the interface Exchange. You can check some examples in the exchange directory. You can create bots in telegram accessing BotFather. Telegram bot requires that your bot is running to control and get information about your account.
    Downloads: 15 This Week
    Last Update:
    See Project
  • 12
    Telegram File Stream Bot

    Telegram File Stream Bot

    A telegram bot that will give instant stream links for telegram files

    A Telegram bot to generate direct link for your Telegram files.
    Downloads: 15 This Week
    Last Update:
    See Project
  • 13
    AIOGram

    AIOGram

    Framework for Telegram Bot API written in Python 3.7 with asyncio

    aiogram is modern and fully asynchronous framework for Telegram Bot API written in Python with asyncio and aiohttp. It helps you to make your bots faster and simpler. Is a pretty simple and fully asynchronous framework for Telegram Bot API written in Python 3.7 with asyncio and aiohttp.
    Downloads: 11 This Week
    Last Update:
    See Project
  • 14
    ChatGPT API

    ChatGPT API

    Node.js client for the official ChatGPT API. 🔥

    This package is a Node.js wrapper around ChatGPT by OpenAI. TS batteries included. ✨ The official OpenAI chat completions API has been released, and it is now the default for this package! 🔥 Note: We strongly recommend using ChatGPTAPI since it uses the officially supported API from OpenAI. We may remove support for ChatGPTUnofficialProxyAPI in a future release. 1. ChatGPTAPI - Uses the gpt-3.5-turbo-0301 model with the official OpenAI chat completions API (official, robust approach, but it's not free) 2. ChatGPTUnofficialProxyAPI - Uses an unofficial proxy server to access ChatGPT's backend API in a way that circumvents Cloudflare (uses the real ChatGPT and is pretty lightweight, but relies on a third-party server and is rate-limited)
    Downloads: 11 This Week
    Last Update:
    See Project
  • 15
    ESP32-CAM_MJPEG2SD

    ESP32-CAM_MJPEG2SD

    ESP32 Camera motion capture application to record JPEGs to SD card

    Application for ESP32 / ESP32S3 with OV2640 / OV5640 camera to record JPEGs to SD card as AVI files and playback to the browser as an MJPEG stream. The AVI format allows recordings to replay at the correct frame rate on media players. If a microphone is installed then a WAV file is also created and stored in the AVI file. The ESP32 cannot support all of the features as it will run out of heap space. For better functionality and performance, use one of the new ESP32S3 camera boards, eg Freenove ESP32S3 Cam, and ESP32S3 XIAO Sense, but avoid no-name boards marked ESPS3 RE:1.0.
    Downloads: 11 This Week
    Last Update:
    See Project
  • 16
    JDA

    JDA

    Java wrapper for the popular chat & VOIP service

    JDA strives to provide a clean and full wrapping of the Discord REST api and its Websocket-Events for Java. This library is a helpful tool that provides the functionality to create a discord bot in java. Discord is currently prohibiting the creation and usage of automated client accounts (AccountType.CLIENT). We have officially dropped support for client login as of version 4.2.0! Note that JDA is not a good tool to build a custom discord client as it loads all servers/guilds on startup, unlike a client which does this via lazy loading instead. If you need a bot, use a bot account from the Application Dashboard. Creating the JDA Object is done via the JDABuilder class. After setting the token and other options via setters, the JDA Object is then created by calling the build() method. When build() returns, JDA might not have finished starting up. However, you can use await ready() on the JDA object to ensure that the entire cache is loaded before proceeding.
    Downloads: 11 This Week
    Last Update:
    See Project
  • 17
    Telegram SMS

    Telegram SMS

    An SMS-forwarding Robot Running on Your Android Device

    With the power of Telegram SMS, your multi-phone life is much easier than before. Receiving and sending SMS, relaying APP notifications, monitoring battery status. All stuff can be done with a single Telegram bot. You can use the bot in both private chat and group chat, in case you have more than 2 Android phones, or sharing the bot with other people. Telegram SMS connects with Telegram's bot API server directly, no 3rd-party services involved.
    Downloads: 11 This Week
    Last Update:
    See Project
  • 18
    Discord Mass DM GO

    Discord Mass DM GO

    The most popular Discord selfbot written in GO

    The most popular Discord self bot written in GO allows users to automate their campaigns and launch large low-cost marketing campaigns targetting Discord users! DMDGO is a Multi-threaded Discord Self-Bot primarily used for mass messaging users on Discord. It has numerous other quality features to enhance the user experience and allow the user to target the most users. Multiple Captcha APIs supported. Supports token & email:pass:token formats. Compatible with all major OS and Architectures. Proxyless. Supports HTTP(s), SOCKS5 and SOCKS4 proxies. Free & Open source. Emulates Discord's requests to a very high accuracy to prevent detection. Highly Documented. Multi-threaded using Light-weight Goroutines supporting thousands of concurrent accounts. Can Receieve messages during mass DM. Can ping user. Can send embeds using 3rd Party APIs. Supports multiple messages.
    Downloads: 9 This Week
    Last Update:
    See Project
  • 19
    sudobot

    sudobot

    A free and open source Discord bot for moderation purposes.

    Downloads: 223 This Week
    Last Update:
    See Project
  • 20
    AI Chatbot Framework

    AI Chatbot Framework

    Python chatbot framework with Natural Language Understanding

    Building a chatbot can sound daunting, but it’s totally doable. AI Chatbot Framework is an AI powered conversational dialog interface built in Python. With this tool, it’s easy to create Natural Language conversational scenarios with no coding efforts whatsoever. The smooth UI makes it effortless to create and train conversations to the bot and it continuously gets smarter as it learns from conversations it has with people. AI Chatbot Framework can live on any channel of your choice (such as Messenger, Slack etc.) by integrating it’s API with that platform. You don’t need to be an expert at artificial intelligence to create an awesome chatbot that has AI capabilities. With this boilerplate project you can create an AI-powered chatting machine in no time.
    Downloads: 8 This Week
    Last Update:
    See Project
  • 21
    Astro Boy Chat Room

    Astro Boy Chat Room

    Atom chat room nestjs+vue full stack chat room

    In my spare time, I wanted to make a chat room to consolidate front-end skills, so I started the development journey of Astro chat room on June 24, 2020. The project is developed in full typescript, which is to lay the foundation for future functional iterations. Of course, I also like typescript very much. At present, the chat room has a complete chat function. More cool features will be developed in the future! Interested friends can fork to develop by themselves, you can change it at will! I have time to upgrade new features! A superset of JavaScript, its biggest advantage is to provide a type system and improve the readability and maintainability of the code. Real-time communication, websocket third-party library. Efficient and scalable Node.js server-side application framework, written based on TypeScript and combined with related concepts of OOP1, FP2, and FRP3.
    Downloads: 8 This Week
    Last Update:
    See Project
  • 22
    ChatGPT-Telegram-Workers

    ChatGPT-Telegram-Workers

    Deploy your own Telegram ChatGPT bot on Cloudflare Workers with ease

    The simplest and fastest way to deploy your own ChatGPT Telegram bot. Use Cloudflare Workers, single file, copy and paste directly, no dependencies required, no need to configure local development environment, no domain name required, serverless. You can customize the system initialization information so that your debugged personality never disappears.
    Downloads: 8 This Week
    Last Update:
    See Project
  • 23
    Chatwoot

    Chatwoot

    Open-source customer engagement suite, an alternative to Intercom

    If you have questions, are confused, or just want to understand our product better, we've got your back. Customer engagement suite, an open-source alternative to Intercom, Zendesk, Salesforce Service Cloud etc. Chatwoot is an open-source, self-hosted customer engagement suite. Chatwoot lets you view and manage your customer data, communicate with them irrespective of which medium they use, and re-engage them based on their profile. Talk to your customers using our live chat widget and make use of our SDK to identify a user and provide contextual support. Connect your Facebook pages and start replying to the direct messages to your page. Connect your Instagram profile and start replying to the direct messages. Connect your Twitter profiles and reply to direct messages or the tweets where you are mentioned. Connect your Telegram bot and reply to your customers right from a single dashboard.
    Downloads: 8 This Week
    Last Update:
    See Project
  • 24
    PokemonGo-Bot

    PokemonGo-Bot

    The Pokemon Go Bot, baking with community

    PokemonGo-Bot is a project created by the PokemonGoF team. Since no public API available for now, a patch to use HASH-Server was applied. PokemonGoF is not part of HASH-Server dev team and has no connection with it. Based on Python for botting on any operating system - Windows, macOS and Linux. Multi-bot supported. Able to edit bot if certain level has reached. Allow custom hash service provider, if any. GPS Location configuration. Search & spin Pokestops / Gyms. Diverse options for humanlike behavior from movement to overall game play. Ability to add multiple coordinates to select between your favorite botting locations. Support self defined path / route. Advanced catch, evolve and transfer confuration using our PokemonOptimizer settings. Determine which pokeball to use. Rules to determine the use of Razz and Pinap Berries. Exchange, evolve and catch Pokemon base on pre-configured rules. Transfer Pokemon in bulk. Auto switch mode.
    Downloads: 8 This Week
    Last Update:
    See Project
  • 25
    revChatGPT

    revChatGPT

    Reverse engineered ChatGPT API

    Reverse Engineered ChatGPT API by OpenAI. Extensible for chatbots etc. This is not an official OpenAI product.
    Downloads: 8 This Week
    Last Update:
    See Project
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Guide to Chatbot Software

Open source chatbot software is a type of program that enables users to interact with a computer or device using natural language. It typically uses artificial intelligence (AI) technology to interpret and respond to user input in a conversational manner. Open source chatbot software allows developers to design their own chatbot, customize it with features and functionality, and use it without the need for additional licensing fees or royalty payments.

Open source chatbot software often utilizes machine learning algorithms and natural language processing (NLP) technologies to interpret user input. This technology can identify key words and phrases within the conversation, allowing the bot to accurately interpret what the user is asking for or trying to do. It then responds accordingly by either providing information or performing an action such as making a purchase transaction. Open source bots are becoming increasingly popular due to their flexibility and potential for customization from developers, as well as their cost-effectiveness when compared with proprietary bots developed by companies like Apple, Microsoft, Amazon, etc.

The primary benefits of open source chatbot software include its ability to quickly provide customer service inquiries with automated responses; it’s generally easier for users to understand than traditional technology like phone menus; its scalability makes it suitable for small businesses who may only have one customer service representative; and its ability to easily integrate with existing applications and databases makes it ideal for larger organizations who need more sophisticated systems that can handle large amounts of data efficiently. Additionally, open source bots are typically cheaper than their proprietary counterparts because they don’t require licenses or royalties which could potentially add up over time.

To conclude, open source chatbot software provides an excellent solution for businesses looking for an automated customer service system that is both cost effective and capable of handling large volumes of data efficiently. Furthermore, due its flexibility in terms of features and functionality development , open source software provides an ideal platform for developers looking create highly customized solutions according client needs.

Chatbot Software Features

Open source chatbot software offers a number of features that can help businesses automate conversations and provide helpful customer service. Below are some important features to consider when evaluating open source chatbot software:

  • Natural Language Processing (NLP): NLP is the ability to understand natural language, enabling end-users to communicate with the bot using plain, everyday language. This allows an automated conversation to take place without needing exact phrasing or commands from the user.
  • Natural Language Generation (NLG): NLG is the ability for the chatbot to generate helpful responses and prompts for customers, tailored for each individual user. It can include things like personalized greetings and automated translations if necessary.
  • Machine Learning (ML): ML enables a chatbot to learn from its interactions with customers at scale and adapt over time as its understanding of customer needs evolves. This helps it become more accurate and effective in understanding customer needs and providing them with useful information.
  • Automated Support Services: This refers to a variety of support services such as ticket submission, product recommendations, order status updates, FAQs, etc., which are all handled by the chatbot automatically. By automating these processes, businesses save time while still providing customers with helpful responses quickly.
  • Integrations: Open source bots support integrations with third-party applications such as CRM systems or payment processing solutions so that they can be incorporated into existing workflows smoothly. This ensures that data is easily accessible across different systems and flows properly through each process step in order to deliver optimal results.

What Are the Different Types of Chatbot Software?

  • Natural Language Processing (NLP) Chatbot Software: This type of chatbot software uses artificial intelligence to understand and process natural language. It is typically used for customer service applications, as it can handle input from voice or text and provide intelligent responses using a conversation flow.
  • Rule-Based Chatbot Software: This type of chatbot software is programmed with specific rules and instructions that tell the bot how to respond to certain user inputs. The bots are designed to answer queries quickly, often in response to keywords or phrases recognized by the system.
  • Script-Based Chatbot Software: Script-based chatbot software requires users to write out scripts that define how the bot should respond in certain situations. These scripts can be used by developers to create complex conversations, including branching dialogues based on past user interactions.
  • Machine Learning Chatbot Software: Unlike rule-based and script-based solutions, machine learning (ML) chatbots don’t require manual input from a developer - instead they use algorithms to detect patterns in conversation data and adjust their responses accordingly.
  • Hybrid Chatbot Software: Hybrid chatbot software combines elements of both NLP and ML models, allowing them to learn from both expert knowledge and past user interactions over time. This makes for more accurate responses when dealing with new user inquiries.

Benefits of Chatbot Software

  1. Using open source chatbot software has several advantages. First, open source programs are free to use and customize, so developers don't have to pay any licensing fees or purchase expensive programming tools. This can make it more affordable for small businesses and other organizations that may not have the budget for proprietary software.
  2. Open source chatbots also offer more customization options than proprietary software because they are developed by a community of developers who share their code and ideas freely. With this type of collaboration, developers can create custom solutions without having to rely on an external vendor or team of experts. This allows them to build a unique chatbot tailored specifically for their business needs.
  3. In addition, open source chatbots can be maintained much more easily than proprietary ones because all of the code is publicly available. This means that when updates or patches become necessary, developers can update the codebase quickly and easily – something that isn't possible with closed-source software where access to the underlying code is restricted. Additionally, since everything is open-source, users don’t need to worry about license conditions or payment terms from vendors – they just need to keep their code up-to-date with any changes in technology or user requirements.
  4. Finally, since many of these programs are open source, users benefit from a large community of users who are willing to provide support and feedback on how particular features work best in certain situations – something that isn’t always available with proprietary programs. This can be especially beneficial if there are complex technical issues that require assistance from experienced coders who understand what’s going on under the hood.
  5. Overall, open source chatbot software provides powerful features at a low cost while still allowing users the flexibility to customize their setup as needed, making it an attractive option for businesses looking for efficient ways to implement automated customer service solutions into their web applications without breaking the bank.

What Types of Users Use Chatbot Software?

  • Businesses: Companies use open source chatbot software to automate customer service and support, reducing costs and improving response times.
  • Developers: Open source chatbot software is a great way for developers to quickly create custom bots that interact with customers, provide support, and generate leads.
  • Educators: Open source chatbot software can help educators engage students in the learning process by providing information on a variety of topics.
  • Researchers: Researchers can use open source chatbot software to explore artificial intelligence concepts, conduct experiments, or develop new algorithms.
  • Hobbyists: From creating their own virtual assistant to building a bot that plays games, hobbyists have plenty of fun activities they can do with open source chatbot software.
  • Health Care Providers: Doctors and other health care professionals can use open source chatbot software to provide advice to patients or answer basic questions about specific conditions.
  • Government Agencies: Open source chatbot software can help government agencies streamline their services while providing helpful information to citizens.

How Much Does Chatbot Software Cost?

Open source chatbot software is typically free to download, install, and use. This makes it a great option for those who want to quickly add automated conversations and interactive experiences to their apps or websites without having to pay anything upfront. The cost of long-term maintenance and upgrades, however, can vary depending on the complexity and popularity of the specific software. If you’re looking for more robust features or need ongoing support from developers, you may end up paying a fee. Finally, if your project requires complex AI capabilities or integrations with other services, you might need to invest in a commercial solution, which could range anywhere from several hundred dollars per month all the way up into the thousands.

What Software Can Integrate With Chatbot Software?

Open source chatbot software can integrate with a variety of different types of software. For example, open source chatbots can typically interact with customer relationship management (CRM) systems for managing customer inquiries or integrating with e-commerce platforms to process payments. They can also be integrated with social media platforms like Facebook, Twitter, and Instagram so users can communicate via their network accounts. Additionally, they can be connected to enterprise resource planning (ERP) systems so that they can access enterprise data and respond accordingly. Finally, they may integrate with analytics tools so they can collect data on user interactions and analyze it to optimize the bot’s performance over time.

Recent Trends Related to Chatbot Software

  1. Open source chatbot software has grown in popularity due to its flexibility, scalability, and affordability.
  2. Open source chatbot software allows developers to build custom chatbots with the help of existing code.
  3. It is increasingly being used for customer service, support, and other communication tasks.
  4. Open source chatbot software enables developers to create powerful AI-powered chatbots without having to invest in expensive technology.
  5. Open source chatbot software also offers a wide range of features such as natural language processing (NLP), text-to-speech (TTS) capabilities, and integration with third-party services.
  6. As open source chatbot software gains popularity, the development community is growing, resulting in an increasing number of resources available for those looking to build their own bots.
  7. Companies are beginning to use open source chatbot software for automated customer service and support, allowing them to save time and money while providing customers with a better experience.
  8. Additionally, open source chatbot software is becoming increasingly popular in education, as it can be used to create virtual teaching assistants that can help students learn more effectively.

How To Select the Right Chatbot Software

  1. Getting started with open source chatbot software is relatively easy and straightforward. First, you will need to decide which type of chatbot software best suits your needs. There are a variety of different options available, each offering different features and capabilities. Once you’ve selected the software that best meets your requirements, you will need to download it for free from the Internet.
  2. Once downloaded, follow the instructions provided to install it on your machine or server. You should then be able to access the chatbot software through an interface such as a web-based platform or an app on your mobile device. Depending on which version you have chosen, there may be additional steps required in order to set up and configure the system correctly.
  3. Now that your chatbot is installed, it’s time to start customizing it for use in your business. Many open source bots come with a wide range of pre-built templates and plugins that allow you to easily customize its functionality and appearance. For example, you can change its conversational flow, add custom commands or create additional features such as automated customer service tools. Additionally, many open source platforms also offer support for natural language processing (NLP) technologies such as machine learning or artificial intelligence so that users can create more sophisticated chatbot experiences for their customers and employees alike.
  4. Finally, once everything is set up and running smoothly, it’s time to launch your new chatbot. Make sure that you monitor its performance closely throughout launch, adjusting any settings or configurations as needed in order to ensure optimal user experience from day one onward.

Use the comparison engine on this page to help you compare chatbot software by their features, prices, user reviews, and more.