Unless

Unless is a conversational AI platform that helps organizations unlock their knowledge and provide better customer support. With Unless, you can train an AI model with your own knowledge base, documents, or website, and then let your customers or team engage in conversations with the AI through various channels. Unless is designed to be easy to use, even for non-technical staff, and it offers a variety of features to help you get the most out of your AI model.

DeepMode.ai is a platform that allows users to create their own AI clone models. With DeepMode.ai, users can train AI models on their own data, and then use those models to automate tasks, make predictions, and generate new content. DeepMode.ai is designed to be easy to use, even for users with no prior experience with AI. The platform provides a variety of tools and resources to help users get started, including tutorials, documentation, and a community forum.

Eesel AI is a tool that allows you to create a custom AI assistant for your company. This AI can be integrated with your Slack or Microsoft Teams, help desk, or website, and can answer questions about your company's knowledge base. Eesel AI is designed to be private and secure, and it can be customized to look and feel like someone in your company.

EmbedAI is a platform that allows users to create custom AI chatbots powered by ChatGPT and trained on their own data. These chatbots can be embedded on websites and used to answer customer questions, provide support, or generate leads. EmbedAI is designed to be easy to use, even for those with no coding experience. It offers a variety of features to help users create and customize their chatbots, including a user-friendly interface, pre-built templates, and advanced training options.

Aili is a smart personal AI assistant that enhances your experience in every aspect of work and life. It integrates cutting-edge AI technology and your personal data to provide a truly customized experience. With Aili, you can chat with your files, ask questions with your documents, and have the same conversation on different devices. It also offers unlimited usage of multiple advanced models like GPT-4 and Claude 2, and you only need to pay once to get unlimited access.

Cogniflow is a no-code AI platform that allows users to build and deploy custom AI models without any coding experience. The platform provides a variety of pre-built AI models that can be used for a variety of tasks, including customer service, HR, operations, and more. Cogniflow also offers a variety of integrations with other applications, making it easy to connect your AI models to your existing workflow.

OnVerb is a platform that provides access to a range of AI chatbots, all on a single subscription. With OnVerb, you can easily create custom AI assistants for any content need. Our prompt builder will help you craft system prompts to instruct the AI, and allows you to include context rich data to create a custom experience with each chat, and get the right response every time. Security and data privacy sits at the heart of what we do, your data remains yours and is not used to train the AI, and this forms part of our agreement with the individual AI chatbot services we offer.

Agenthost.ai is a platform that allows users to create and monetize AI chatbots without any coding required. With Agenthost.ai, users can create custom plans and payment options for their bots, and publish them on their own website or domain. Agenthost.ai also provides analytics and tracking tools to help users understand how their bots are performing and identify areas for growth.

Algo is a conversational AI chatbot that is different from ChatGPT. Algo is less verbose and more attuned to the user's needs, providing helpful and meaningful insights without a lot of excess chatter. Algo does not use your data for further training and model fine-tuning, and it is designed to keep all communication private and secure. You can delete your data at any time. This provides a higher level of control over personal information compared to ChatGPT, which is a public system and has no provision for data deletion. Beyond its conversational capabilities, Algo boasts built-in features that allow it to browse the web and craft stunning visuals using advanced generative AI models.

Juji is a no-code AI chatbot builder that allows users to create and manage custom cognitive AI assistants without any coding required. Juji's cognitive AI assistants are powered with advanced human soft skills, such as active listening and reading between the lines, which enables them to automate complex human interactions empathetically and responsibly. Juji is accessible to every organization who needs it, and it enables non-IT professionals to create and manage custom cognitive AI assistants with no code, similar to using Powerpoint or Excel.

DoMore.ai is a personalized AI tools catalog that offers a wide range of AI-powered tools to enhance productivity, creativity, and efficiency. With DoMore.ai, users can access a curated collection of AI tools tailored to their specific needs and preferences. The platform provides detailed descriptions, ratings, and reviews of each tool, making it easy for users to find the right tool for the job. DoMore.ai also offers a personalized recommendation engine that suggests tools based on user preferences and usage patterns. Whether you're a creative professional, a business owner, or a student, DoMore.ai has the tools you need to achieve your goals.

SiteGPT is a customer support chatbot that can be trained on your website content. It can answer questions, provide support, and even generate leads. SiteGPT is easy to use and integrates with your favorite tools. With SiteGPT, you can provide 24/7 support to your customers without having to hire a large team of support agents.

AI Pal is a powerful AI-powered tool that can be accessed through WhatsApp. It offers a wide range of features, including the ability to generate text, translate languages, create to-do lists, and provide professional advice. AI Pal is designed to be user-friendly and accessible to everyone, regardless of their technical expertise. It is a valuable tool for anyone who wants to improve their communication skills, productivity, or creativity.

BoltAI is a powerful and user-friendly ChatGPT app for Mac that seamlessly integrates AI into your workflow. With BoltAI, you can access the capabilities of ChatGPT directly within your favorite macOS apps, enhancing your productivity and creativity. Whether you're a developer, content creator, student, or entrepreneur, BoltAI empowers you to leverage AI to streamline your tasks and achieve more. Its intuitive chat UI, powerful AI commands, and inline AI capabilities make it easy to incorporate AI assistance into your daily routine. BoltAI is designed to be versatile and customizable, allowing you to tailor it to your specific needs and preferences. With BoltAI, you can create custom AI assistants, utilize a library of prompts, and enjoy highly customizable features to optimize your workflow. BoltAI prioritizes your privacy and security, ensuring that your data remains protected and confidential. It operates locally on your device, with no data or prompts being stored or transmitted to external servers. Your OpenAI API key is securely stored in the Apple Keychain, adhering to industry-standard encryption methods. Additionally, BoltAI includes an automatic data detection feature that redacts sensitive information, providing peace of mind. BoltAI is committed to continuous improvement, with regular updates and new features being added to enhance your experience. By integrating BoltAI into your workflow, you gain access to a powerful AI assistant that can help you write high-quality content, generate creative ideas, debug code, learn new concepts, and much more. Unleash the potential of AI with BoltAI and experience a new level of productivity and efficiency.

Norby AI is a website chatbot that provides automated customer support 24/7. It is designed to be easy to use, with no setup or coding required. Simply copy and paste a snippet of code onto your website, and Norby will be up and running. Norby can answer questions about your products or services, provide documentation, and even handle FAQs. It is a great way for startups, personal brands, and small companies to automate their customer support and provide a better experience for their customers.

Outfindo is a product selection guide that uses AI to help customers find the right product for their needs. It is a cloud-based solution that can be integrated with any website. Outfindo uses a series of questions to help customers narrow down their choices and find the perfect product. It also provides detailed product information and recommendations to help customers make informed decisions.

QuestWiz is an AI-powered customer support agent designed for small and medium-sized businesses. It provides a personalized AI assistant that learns from your website and files to become an expert on your business within minutes. The tool enables you to instantly answer visitor's questions 24/7 without the need for AI or coding expertise. QuestWiz allows you to create a unique AI chatbot that matches your business branding and provides spot-on answers with your brand's personality. It helps automate common customer questions, offers self-service options, and ensures your customers receive assistance round the clock.

Automatic Chat is a powerful AI chatbot that can be trained on your website's data to answer customer questions and handle support requests. It is easy to use and has a variety of features that make it a valuable tool for any business. With Automatic Chat, you can save time and money on customer support, and improve the customer experience on your website.

BrightBot is an AI-powered chatbot for websites. It helps businesses automate customer service, generate leads, and increase sales. BrightBot is easy to use and integrates with a variety of platforms. It is a powerful tool that can help businesses of all sizes improve their customer service and marketing efforts.

GPT AI Power is a comprehensive AI plugin for WordPress that uses advanced technologies like GPT-3.5, GPT-4, and DaVinci to generate customizable content, images, forms, and more. Its features include an AI-powered Content Writer, Image Generator, ChatGPT for chatbot creation, WooCommerce integration, Embeddings, and more. With AI Power, you can optimize your content for search engines, experiment with GPT models using the Playground, and take advantage of its support for 40 languages.

UseChat is a powerful all-in-one solution for creating custom chatbots trained on your website content, which you can then embed into your website or app. Once trained, your custom ChatGPT chatbot can be embedded in your website or app. If they need more help, seamlessly handover to regular human live chat in the same platform. Help users find the answer they need instantly with a chatbot that understands your website and products. See your visitors chatting with your chatbot in realtime. Browse all historical conversations. Set a custom chatbot welcome message for visitors. Get advanced and even customize the prompt. Customize the chatbot icon, colors and theme to your brand. Getting started with UseChat is simple. Just enter your website URL, customize your chatbot's style and click "Train chatbot". In a few minutes it will have been trained on your entire website, and ready to embed on your website and answer any questions your users have.

Owlbot is an AI-powered chatbot that integrates and interprets data from various sources. It simplifies data analysis and presents insights in a user-friendly format, allowing you to make informed decisions. Owlbot can handle large volumes of data and supports 95 languages. It can be embedded on your website or used via API. Owlbot is designed to be user-friendly and intuitive, making complex data analysis accessible to everyone, regardless of their data expertise.

Chatling is a no-code AI chatbot builder that empowers businesses to create custom chatbots without the need for coding expertise. With Chatling, businesses can train chatbots on their own data, customize them to match their brand, and add them to their website in minutes. Chatling's chatbots can answer customer queries instantly, resolve issues accurately, and provide 24/7 support, leading to increased customer satisfaction, reduced customer support workload, and cost savings.

ChatCube is an AI-powered chatbot maker that allows users to create chatbots for their websites without coding. It uses advanced AI technology to train chatbots on any document or website within 60 seconds. ChatCube offers a range of features, including a user-friendly visual editor, lightning-fast integration, fine-tuning on specific data sources, data encryption and security, and customizable chatbots. By leveraging the power of AI, ChatCube helps businesses improve customer support efficiency and reduce support ticket reductions by up to 28%.

DigitalGenius is an AI-powered customer service platform designed specifically for e-commerce businesses. It offers a range of features to help businesses automate customer interactions, resolve issues quickly and efficiently, and improve the overall customer experience. DigitalGenius seamlessly integrates with existing e-commerce platforms and shipping carriers, allowing businesses to manage customer inquiries and orders from a single platform. The platform's AI capabilities enable it to understand customer intent, generate personalized responses, and provide proactive support. DigitalGenius is trusted by leading brands such as On, Air up, and Waterdrop, and has helped them improve customer satisfaction, reduce costs, and scale their operations.

ChatNode is a powerful AI chatbot builder that helps businesses create next-generation chatbots that know everything about their business. With ChatNode, businesses can feed their chatbot all of their knowledge base in minutes, train the bot on any URLs or offline documents, and embed the bot anywhere on their website, in a pop-up chat, or on SLACK. ChatNode is packed with cutting-edge features, including live agent handoff, complete customization of the bots to match your brand, multiple data sources, fast and user-friendly testing and deployment, custom prompts, API access, SLACK integration, and support for 95 languages. ChatNode is also GDPR compliant and offers affordable pricing plans for startups and scale-ups.

Store Copilot is an AI-powered shopping assistant that helps brands create personalized customer experiences. It allows businesses to create a branded AI assistant that can answer customer questions, provide product recommendations, and help with other tasks. Store Copilot is designed to be easy to use and integrate with Shopify stores. It is also backed by a team of experts who can help businesses get the most out of the platform.

Alltius is a platform that allows users to build and deploy AI assistants for sales and support teams. The platform provides a variety of tools and features to help users create assistants that are accurate, secure, and easy to use. Alltius's assistants can be used to automate a variety of tasks, such as answering customer questions, generating leads, and scheduling appointments. The platform also includes a library of pre-built skills that can be used to add functionality to assistants.

RAVATAR is a comprehensive platform that seamlessly integrates various AI services, including AI Voice, AI Avatars, Conversational AI, and more. By leveraging cutting-edge artificial intelligence and no-code/low-code technologies, RAVATAR focuses on creating holistic, customized solutions designed to enhance online presence, boost user engagement, optimize operational efficiency, and significantly improve customer experience for its clients.

WizAI is a tool that allows users to use ChatGPT in WhatsApp and Instagram. It is powered by OpenAI and provides features such as text and voice chat, image and video recognition, and more. WizAI is used by over 15,000 people daily and has received over 15,000 messages. It is a popular tool for people who want to use AI in their daily lives.

LiveChat is a complete customer service platform that delights your customers and fuels your sales. It offers a range of features to help businesses provide excellent customer support, including live chat, chatbots, and a knowledge base. LiveChat is trusted by over 37,000 companies worldwide and has a proven track record of helping businesses improve customer satisfaction, increase sales, and reduce support costs.

Babble AI is a platform that allows users to create chatbots without writing any code. The platform provides a variety of features, including the ability to create personalized conversations, custom development, analytics and reporting, and real-time customer support. Babble AI is designed to help businesses improve their customer experience, generate leads, and accelerate sales.

SupportAgent.ai is an AI-powered support agent that helps businesses automate their customer support conversations. It uses GPT-4, OpenAI's most advanced AI model, to quickly and accurately draft email replies. SupportAgent.ai learns from your previous replies and help docs to provide personalized and relevant responses. It can also filter by tags to ensure that the right answers are given to the right customers.

Dasha is a conversational AI-as-a-service platform that allows developers to embed realistic voice and text conversational capabilities into their apps or products. With a single integration, developers can create smart conversational apps for web, desktop, mobile, IoT, and call centers. Dasha's declarative programming language, DashaScript, makes it easy to design complex real-world conversations that pass a limited Turing test. Developers can use Dasha to automate call center conversations, recreate the Google Duplex demo, or create no-code GUIs for their users. Dasha's platform is flexible and can be integrated with any platform or programming language. It also offers a free tier for builders and testers.

Meya is a chatbot platform that allows users to build and launch custom chatbots. It provides a variety of features, including a visual flow editor, a code editor, and a variety of integrations. Meya is designed to be easy to use, even for non-technical users. It is also highly extensible, allowing users to add their own custom code and integrations.

Certainly is an all-in-one chatbot platform designed for e-commerce businesses. It offers a range of features to enhance customer experience, including AI-powered product recommendations, automated support ticket resolution, and data collection. Certainly is trusted by leading global brands and has a proven track record of boosting average order value, deflecting support tickets, and collecting valuable customer data.

Riku is a no-code platform that allows users to build and deploy powerful generative AI for their business. With access to over 40 industry-leading LLMs, users can easily test different prompts to find just the right one for their needs. Riku's platform also allows users to connect siloed data sources and systems together to feed into powerful AI applications. This makes it easy for businesses to automate repetitive tasks, test ideas rapidly, and get answers in real-time.

Fini is a customer support AI chatbot that helps businesses resolve customer queries, increase retention, revenue, and activation. It integrates with various platforms like Zendesk, Slack, and Discord, and can be customized to match the tone and character of the business. Fini uses machine learning to learn from customer interactions and improve its responses over time. It offers features such as seamless human routing, multi-channel deployment, and feedback-based learning.

Edward is a conversational AI platform that helps businesses automate customer service, sales, and marketing tasks. It uses natural language processing and machine learning to understand customer intent and provide personalized responses. Edward can be integrated with a variety of business applications, including CRM, help desk, and e-commerce platforms.

Brainfish is an AI-powered customer support tool that helps businesses provide self-service support to their customers. It uses advanced AI to help customers find answers to their questions quickly and easily, reducing the need for human support. Brainfish also provides businesses with insights into customer concerns, helping them improve their knowledge base content and provide better support.

CHAI AI is a leading conversational AI platform that focuses on building AI solutions for quant traders. The platform has secured significant funding rounds to enhance both its computational capabilities and talent acquisition. CHAI AI offers a range of features and advantages, including model upgrades, deployment of various AI models, and efficient inference techniques. The platform aims to provide users with the ability to create their own ChatAIs and offers a unique approach to model blending for improved user retention. With a strong team of AI researchers and engineers, CHAI AI continues to innovate in the field of AI technology.

nunu.ai is an AI-powered platform designed to revolutionize game testing by leveraging AI agents to conduct end-to-end tests at scale. The platform allows users to describe what they want to test in plain English, eliminating the need for coding or technical expertise. With powerful dashboards and detailed reports, nunu.ai provides real-time monitoring of test outcomes. The platform offers cost reduction, 24/7 availability, easy integration, human-like testing, multi-platform support, minimal maintenance, multiplayer testing capabilities, and enterprise-grade security.

Kolank is an AI platform offering a unified API with agent interoperability, automatic model selection, and cost optimization. It enables AI agents to communicate and collaborate efficiently, providing access to a wide range of AI models for text, image, and video processing. With features like load balancing, fallbacks, and performance metrics, Kolank simplifies AI model integration and usage, making it a comprehensive solution for various AI tasks.

XenonStack is an AI application that offers a comprehensive suite of tools and services for building and managing Agentic Systems. The platform provides solutions for data management, analytics, AI transformation, and decision-making processes. With features like AI-enabled catalogs, industrial automation, and agent orchestration, XenonStack aims to empower enterprises to reimagine their business workflows and drive efficiency and agility through intelligent AI agents.

Promptly is a generative AI platform designed for enterprises to build custom AI agents, applications, and chatbots without any coding experience. The platform allows users to seamlessly integrate their own data and GPT-powered models, supporting a wide variety of data sources. With features like model chaining, developer-friendly tools, and collaborative app building, Promptly empowers teams to quickly prototype and scale AI applications for various use cases. The platform also offers seamless integrations with popular workflows and tools, ensuring limitless possibilities for AI-powered solutions.

The website is a platform offering domain-specialized AI agents that drive enterprise-grade cost efficiency, operational turnaround, and unlock valuation multiples with defensible IP. It focuses on driving innovation, efficiency, and growth through Agentic AI for intelligent execution. The platform powers a structural upgrade in how work gets done, shifting from legacy, manual workflows to intelligent, self-improving systems. It is designed for enterprise-grade autonomy, providing a full-stack AI platform for secure, scalable transformation tailored to specific domains, data, and workflows.

Google Colab Copilot is an AI tool that integrates the GitHub Copilot functionality into Google Colab, allowing users to easily generate code suggestions and improve their coding workflow. By following a simple setup guide, users can start using the tool to enhance their coding experience and boost productivity. With features like code generation, auto-completion, and real-time suggestions, Google Colab Copilot is a valuable tool for developers looking to streamline their coding process.

MARZ is a technology and VFX company specializing in providing premium TV productions with outstanding visual effects. With a focus on feature-film quality, MARZ leverages proprietary AI solutions and innovative technology to deliver stunning visuals on fast timelines while remaining affordable for TV productions. The company has completed 128 projects in the first 4 years, received 2 VES nominations, 2 Emmy nominations, and boasts a team of 260 staff including 55 engineers, researchers, and technology experts.

Weaviate is an AI-native database that developers love. It offers a feature-rich vector database trusted by AI innovators, empowering AI-native builders to create AI-powered search, retrieval augmented generation, and agentic AI applications. Weaviate simplifies the process of building production-ready AI applications by providing seamless model integration, pre-built database agents, and language-agnostic SDKs for easy development. With billion-scale architecture and enterprise-ready deployment options, Weaviate enables developers to scale seamlessly, deploy anywhere, and meet enterprise requirements. The platform is designed to help AI builders write less custom code, optimize costs, and build AI-native apps faster.

PaperClip is an AI tool designed to help users keep track of and memorize details from AI research papers, machine learning blog posts, and news articles. It allows users to easily find back important findings, search through saved content, and clean up data. The tool runs locally on the user's machine, ensuring data privacy and offline support. PaperClip is a convenient solution for researchers, students, and professionals in the AI field.

Personalized.energy is an AI-powered online platform that offers personalized electricity plans tailored to individual needs and lifestyles. The platform simplifies the process of finding the best energy solutions by utilizing an AI-powered search engine to compare and match users with the most suitable plans based on their location and usage profile. By eliminating the need for manual research and comparison, Personalized.energy aims to provide a stress-free experience for users looking to navigate the complexities of the energy market.

Pythagora is the world's first all-in-one AI development platform that allows users to build production apps quickly and efficiently. With Pythagora, users can go from prompt to production seamlessly, with frontend development in minutes and backend development in hours. The platform offers a complete technical stack, smart inline code review, one-click deployment, and full code ownership, making app development faster and smarter.

The AI SDK is a free open-source library designed to empower developers to build AI-powered products. Developed by the creators of Next.js, it offers a unified Provider API that allows users to easily switch between AI providers by changing a single line of code. With features like generative UI, framework-agnostic compatibility, and streaming AI responses, the AI SDK simplifies the process of integrating AI capabilities into applications. Trusted by prominent builders like OpenAI and Hugging Face, the AI SDK has received praise for its ease of use, speed of development, and comprehensive documentation.

DecodeAI is an experimental concept for an automatic blog about AI, generated by AI and curated by humans. The blog mainly focuses on AI-related GitHub open source repositories but is not limited to that. It offers insights, updates, and discussions on various AI topics to keep readers informed and engaged.

AnyAPI is an AI tool that allows users to easily add AI features to their products in minutes. With the ability to craft the perfect GPT-3 prompt using A/B testing, users can quickly generate a live API endpoint to power their next AI feature. The platform offers a range of use cases, including turning emails into tasks, suggesting replies, and retrieving plain text JSON. AnyAPI is designed to streamline the integration of AI capabilities into various products and services, making it a valuable tool for developers and businesses seeking to enhance their offerings with AI technology.

Rawbot is an AI model comparison tool designed to simplify the selection process by enabling users to identify and understand the strengths and weaknesses of various AI models. It allows users to compare AI models based on performance optimization, strengths and weaknesses identification, customization and tuning, cost and efficiency analysis, and informed decision-making. Rawbot is a user-friendly platform that caters to researchers, developers, and business leaders, offering a comprehensive solution for selecting the best AI models tailored to specific needs.

Convai is a Conversational AI platform that enables users to create intelligent characters with human-like conversation capabilities for games and virtual world applications. It offers an easy-to-use interface to design characters, connect them to assets, and engage in open-ended voice-based conversations. The platform focuses on enhancing user experiences in gaming, learning, and entertainment by providing AI-guided training applications and brand agents for various industries. Convai aims to revolutionize the way users interact with virtual worlds through cutting-edge Generative Conversational AI technology.

OpenAI is an artificial intelligence research laboratory consisting of the for-profit OpenAI LP and the non-profit OpenAI Inc. The organization focuses on creating and promoting friendly AI for the benefit of humanity. OpenAI conducts research in the field of AI and aims to ensure that artificial general intelligence benefits all of humanity. The organization is known for its research in natural language processing, reinforcement learning, and other areas of AI. OpenAI also develops and releases AI models and tools to advance the field of artificial intelligence.

Signature is a private AI generative platform designed for brands and enterprises to enhance content creation capabilities. It offers bespoke AI models tailored to brand's output, mimicking creative teams' processes. The platform ensures privacy, safety, and security by deploying locally hosted Foundation Models and transparent licensing frameworks. With a focus on scalability, flexibility, and excellence, Signature enables rapid ideation, prototyping, and full-scale production. It optimizes resource efficiency and cost by streamlining production workflows through AI, reducing operational overhead and traditional photoshoot costs.

Base64.ai is an AI-powered document intelligence platform that offers a comprehensive solution for document processing and data extraction. It leverages advanced AI technology to automate business decisions, improve efficiency, accuracy, and digital transformation. Base64.ai provides features such as GenAI models, Semantic AI, Custom Model Builder, Question & Answer capabilities, and Large Action Models to streamline document processing. The platform supports over 50 file formats and offers integrations with scanners, RPA platforms, and third-party software.

GGPredict.io is an AI-powered tool designed to help Counter-Strike: Global Offensive (CS:GO) players improve their skills through personalized challenges and analytics. The platform offers detailed performance analysis, cutting-edge maps for practice, dynamic leaderboards, and AI-led tools to track progress and identify areas for improvement. With endorsements from professional players and coaches, GGPredict.io aims to help players of all levels enhance their gameplay and reach their full potential.

Voqal is an intelligent voice coding assistant designed to provide natural speech programming capabilities for software developers. It offers customization options, context extensions, and access to various compute providers. Voqal simplifies coding through intuitive modes and allows developers to code using plain-spoken language. The tool aims to enhance productivity and efficiency in software development by leveraging AI technology.

Dev Radar is an open-source, AI-powered news aggregator that helps users stay up to date with the latest trends in software development. It provides curated articles on various programming languages and frameworks, offering insights and updates for developers. Users can explore a wide range of topics related to JavaScript, Python, React, TypeScript, Rust, Go, Node.js, Deno, Ruby, and more. Dev Radar aims to streamline the process of discovering relevant and valuable content in the ever-evolving field of software development.

Vairflow is an AI-driven Integrated Development Environment (IDE) that simplifies the process of developing and deploying software components for various platforms. It offers features such as code generation, code completion, and live preview, empowering developers to build faster and more efficiently. Vairflow also provides seamless collaboration, flexible deployment options, and cost-effective usage, ensuring a smooth transition between projects and environments.