CodeConductor

CodeConductor is a no-code AI software development platform that empowers users to build scalable, high-quality applications without the need for extensive coding. The platform streamlines the app development process, allowing users to focus on innovation and customization. With features like accelerated app development, complete customization control, intelligent feature suggestions, dynamic data modeling, and seamless CI/CD & auto-scaled hosting, CodeConductor offers a user-friendly and efficient solution for creating web and mobile applications. The platform also provides enterprise-grade security, robust deployment options, and transparent code history tracking.

Launchpad Stack is an AI-powered platform that allows users to quickly launch new Rails services with AWS. It generates full-stack source code in minutes, covering infrastructure, application, CI/CD pipeline, monitoring, security, and more. The platform offers a suite of inter-operable code packages tailored to the user's project requirements, with no restrictive licenses. Users can launch enterprise-grade stacks in minutes, pay once for the components they need, and enjoy ongoing support for their projects.

Flatlogic Solutions is an AI-driven platform that enables businesses to create custom Business Software in just 3 steps. It offers a low-code solution that preserves the advantages of custom development, allowing users to own the software they create without platform restrictions. With features like AI-driven development, hosting solutions, and ready-to-use templates, Flatlogic saves time and resources in software development. The platform is designed to streamline app development, integrate AI capabilities, and provide post-launch adaptability for dynamic business needs.

SWE Kit is an open-source headless IDE designed for building custom coding agents with state-of-the-art performance. It offers AI-native tools to streamline the coding review process, enhance code quality, and optimize development efficiency. The application supports various agentic frameworks and LLM inference providers, providing a flexible runtime environment for seamless codebase interaction. With features like code analysis, code indexing, and third-party service integrations, SWE Kit empowers developers to create and run coding agents effortlessly.

Helix AI is a private GenAI platform that enables users to build AI applications using open source models. The platform offers tools for RAG (Retrieval-Augmented Generation) and fine-tuning, allowing deployment on-premises or in a Virtual Private Cloud (VPC). Users can access curated models, utilize Helix API tools to connect internal and external APIs, embed Helix Assistants into websites/apps for chatbot functionality, write AI application logic in natural language, and benefit from the innovative RAG system for Q&A generation. Additionally, users can fine-tune models for domain-specific needs and deploy securely on Kubernetes or Docker in any cloud environment. Helix Cloud offers free and premium tiers with GPU priority, catering to individuals, students, educators, and companies of varying sizes.

Bryj is an AI-driven, end-to-end mobile app solutions provider that offers high-performing mobile app development customized for unique business goals. With the Bryj.AI Platform, users can design, develop, and deliver apps 5x faster than traditional agency-led development. The platform provides security, monitoring, privacy compliance, and regular upgrades to ensure peak performance and user satisfaction. Bryj also offers engagement tools, analytics, integrations, and strategic services to drive ROI and continuous innovation.

Zxease is an AI-powered iOS app development tool designed to assist developers in creating high-quality applications for various domains like ioT, Lifestyle & Fashion, Fintech, Healthcare, and Health & Fitness. The tool aims to streamline the app development process by providing AI-powered code assistance to enhance the user experience and optimize the final product for the target audience. With a focus on delivering engaging and interactive user interfaces, Zxease empowers developers to build top-notch iOS apps that meet industry standards and user expectations.

Goptimise is a no-code AI-powered scalable backend builder that helps developers craft scalable, seamless, powerful, and intuitive backend solutions. It offers a solid foundation with robust and scalable infrastructure, including dedicated infrastructure, security, and scalability. Goptimise simplifies software rollouts with one-click deployment, automating the process and amplifying productivity. It also provides smart API suggestions, leveraging AI algorithms to offer intelligent recommendations for API design and accelerating development with automated recommendations tailored to each project. Goptimise's intuitive visual interface and effortless integration make it easy to use, and its customizable workspaces allow for dynamic data management and a personalized development experience.

API Labz is an AI-powered platform that offers a comprehensive suite of tools and APIs to streamline workflows, automate tasks, and build innovative applications. From custom API building to document processing and financial analysis, API Labz provides intelligent solutions to drive efficiency and enhance business processes. The platform also includes features like AI-powered ID parsing, seamless integrations with third-party applications, and a curated API marketplace for easy access to pre-built APIs.

Kameleoon is an AI-driven A/B testing platform and personalization tool designed to optimize web experiences through experimentation and feature management. It offers a single platform with AI-powered conversion capabilities, strong security features, and powerful integrations. Kameleoon caters to a wide range of industries, including E-commerce, Retail, Travel, Automotive, Financial Services, Media, Healthcare, and B2B SaaS. The platform enables users to run experiments, personalize content, manage features, and analyze real-time data to enhance user experiences and drive growth.

n8n is a powerful workflow automation software and tool that offers advanced AI capabilities. It is a popular platform for technical teams to automate workflows, integrate various services, and build autonomous agents. With over 400 integrations, n8n enables users to save time, streamline operations, and enhance security through AI-powered solutions. The tool supports self-hosting, external libraries, and a user-friendly interface for both coding and non-coding users.

Langflow is a low-code app builder for RAG and multi-agent AI applications. It is Python-based and agnostic to any model, API, or database. Langflow offers a visual IDE for building and testing workflows, multi-agent orchestration, free cloud service, observability features, and ecosystem integrations. Users can customize workflows using Python and publish them as APIs or export as Python applications.

The ZAI is an AI application that offers a platform for generating code files and app structures with the help of artificial intelligence. It provides features such as app structure generation, multi-platform support, code optimization, and rapid prototyping. Users can quickly create functional app prototypes for testing and iteration. The application aims to enhance productivity and streamline the app development process by leveraging AI technology.

ACCELQ is a powerful AI-driven test automation platform that offers codeless automation for web, desktop, mobile, and API testing. It provides a unified platform for continuous delivery, full-stack automation, and manual testing integration. ACCELQ is known for its industry-first no-code, no-setup mobile automation platform and comprehensive API automation capabilities. The platform is designed to handle real-world complexities with zero coding required, making it intuitive and scalable for businesses of all sizes.

Amplication is an AI-powered platform for .NET and Node.js app development, offering the world's fastest way to build backend services. It empowers developers by providing customizable, production-ready backend services without vendor lock-ins. Users can define data models, extend and customize with plugins, generate boilerplate code, and modify the generated code freely. The platform supports role-based access control, microservices architecture, continuous Git sync, and automated deployment. Amplication is SOC-2 certified, ensuring data security and compliance.

Mabl is a leading unified test automation platform built on cloud, AI, and low-code innovations that delivers a modern approach ensuring the highest quality software across the entire user journey. Our SaaS platform allows teams to scale functional and non-functional testing across web apps, mobile apps, APIs, performance, and accessibility for best-in-class digital experiences.

Code99 is an AI-powered platform designed to speed up the development process by generating instant boilerplate code. It allows users to customize their tech stack, streamline development, and launch projects faster. Ideal for startups, developers, and IT agencies, Code99 offers features such as authentication, database support, CRUD REST APIs, data validation, Swagger API documentation, email integration, state management, and more. The platform aims to supercharge productivity by enabling the rapid creation of production-ready apps in minutes, with AI handling the heavy lifting. Users can choose from popular frameworks and databases, customize features, and effortlessly edit and experiment with their projects.

GPT Engineer is an AI tool designed to help users build web applications 10x faster by chatting with AI. Users can sync their projects with GitHub and deploy them with a single click. The tool offers features like displaying top stories from Hacker News, creating landing pages for startups, tracking crypto portfolios, managing startup operations, and building front-end with React, Tailwind & Vite. GPT Engineer is currently in beta and aims to streamline the web development process for users.

Convex is a fullstack TypeScript development platform that serves as an open-source backend for application builders. It offers a comprehensive set of APIs and tools to build, launch, and scale applications efficiently. With features like real-time collaboration, optimized transactions, and over 80 OAuth integrations, Convex simplifies backend operations and allows developers to focus on delivering value to customers. The platform enables developers to write backend logic in TypeScript, perform database operations with strong consistency, and integrate with various third-party services seamlessly. Convex is praised for its reliability, simplicity, and developer experience, making it a popular choice for modern software development projects.

MetroMax Solutions is a leading provider of custom software, web, and app solutions. With a team of experienced developers and a focus on quality, MetroMax Solutions provides innovative technology-based products and services to help businesses accelerate their growth. The company offers a wide range of services, including BPO, technology services, digital marketing, virtual assistants, accounting, and pre-built technology accelerators.

Onelook is a revolutionary platform that empowers users to create fully functional applications using natural language. By eliminating the complexities of traditional development tools, Onelook makes app building accessible to everyone. With its intuitive AI-powered interface, users can simply describe their application in human language, and Onelook will automatically generate the necessary code. This groundbreaking approach streamlines the development process, enabling users to focus on their core business logic rather than getting bogged down in technical details.

Create is a free-to-use AI app builder that lets you code using plain text and images. With Create, you can design and build apps like a pro, without having to write a single line of code. Create is perfect for building internal tools, prototypes, and even full-fledged applications.

Flowscript is a revolutionary app development platform that empowers users to build fully functional web applications using plain English. Its AI-powered engine instantly converts requirements specified in plain English into applications with robust business rules, data models, and secure workflows. With Flowscript, anyone can become a developer and streamline their workflows, getting more done in less time. It offers features like AI-powered workflows, data tables with relations, dynamic form generation, engagement and interaction tools, and secure data storage options.

Google for Developers provides developers with tools, resources, and documentation to build apps for Android, Chrome, ChromeOS, Cloud, Firebase, Flutter, Google AI Studio, Google Maps Platform, Google Workspace, TensorFlow, and YouTube. It also offers programs and events for developers to learn and connect with each other.

Neurelo is a cloud API platform that offers services for PostgreSQL, MongoDB, and MySQL. It provides features such as auto-generated APIs, custom query APIs with AI assistance, query observability, schema as code, and the ability to build full-stack applications in minutes. Neurelo aims to empower developers by simplifying database programming complexities and enhancing productivity. The platform leverages the power of cloud technology, APIs, and AI to offer a seamless and efficient way to build and run applications.

LangChain is an AI tool that offers a suite of products supporting developers in the LLM application lifecycle. It provides a framework to construct LLM-powered apps easily, visibility into app performance, and a turnkey solution for serving APIs. LangChain enables developers to build context-aware, reasoning applications and future-proof their applications by incorporating vendor optionality. LangSmith, a part of LangChain, helps teams improve accuracy and performance, iterate faster, and ship new AI features efficiently. The tool is designed to drive operational efficiency, increase discovery & personalization, and deliver premium products that generate revenue.

CodeScope is an AI tool designed to help users build and edit incredible AI applications. It offers features like one-click code and SEO performance optimization, AI app builder, API creation, headless CMS, development tools, and SEO reporting. CodeScope aims to revolutionize the development workflow by providing a comprehensive solution for developers and marketers to enhance collaboration and efficiency in the digital development and marketing landscape.

Crowdbotics is an AI-powered platform that leverages systematic code reuse to help users build applications faster and with reduced risk. The platform uses AI to improve the process of defining app requirements, link reusable code modules with app requirements, assemble code modules into a nearly complete app, and develop differentiating features. Crowdbotics aims to transform the software development lifecycle by enabling successful code reuse through its CodeOps approach.

The website is Microsoft Azure, a cloud computing service offering a wide range of products and solutions for businesses and developers. Azure provides global infrastructure, FinOps, AI services, compute resources, containers, hybrid and multicloud solutions, analytics, application development, and more. It aims to empower users to innovate, modernize, and scale their applications and workloads efficiently on a secure and flexible cloud platform.

MarkovML is an AI application that empowers enterprises to transform knowledge work with AI. It offers a no-code platform to create custom workflows, build GenAI applications, and perform automated exploratory data analysis. The application provides AI-driven solutions for EdTech, recruiting, and finance operations. Users can access insights, trends, and machine learning resources through the blog and share data insights with peers. MarkovML ensures data security, traceability, and encryption, and offers integrations with various data sources for unified access and reuse.

Noupe is a magazine for webworkers and site owners that provides valuable insights and resources on various topics such as AI form generators, AI quiz generators, AI signature generators, no code app builders, Figma fonts, affiliate programs, online form builders, website user experience, Upwork for freelancers, edge computing for e-commerce, video conferencing apps, mobile-first design, customer service optimization, leadership keynote speakers, B2B growth strategies, website performance optimization, e-invoicing, AI and machine learning in design, podcasts for brand authority, and paraphrasing tools. The platform covers a wide range of subjects related to web development, design, business, and online tools.

CodeConductor is a no-code AI software development platform that empowers users to build scalable, high-quality applications without the need for extensive coding. The platform streamlines the app development process, allowing users to focus on innovation and customization. With features like accelerated app development, complete customization control, intelligent feature suggestions, dynamic data modeling, and seamless CI/CD & auto-scaled hosting, CodeConductor offers a user-friendly and efficient solution for creating web and mobile applications. The platform also provides enterprise-grade security, robust deployment options, and transparent code history tracking.

Trellus is an AI assistant designed for sales professionals using platforms like Salesloft, Outreach, Hubspot, and Orum Coach. It offers features such as autodialer integration, instant connect on pickup, AI-generated research, single platform usage, and affordable pricing. Trellus aims to enhance sales conversations, increase call volume, and improve overall efficiency for sales reps. The application is loved by reps for its seamless integration with various platforms and customizable features for teams.

Roboweb is an AI assistant designed for exploratory programming. It integrates OpenAI's ChatGPT into JupyterLab to provide users with an optimal environment for exploratory programming tasks. The tool assists users in fixing errors in their code, deploying applications on Kubernetes, and managing their OpenAPI keys seamlessly. With a user-friendly interface and advanced AI capabilities, Roboweb aims to streamline the programming process and enhance productivity for developers and programmers.

Heroku is a cloud platform as a service (PaaS) that enables developers to build, run, and operate applications entirely in the cloud. It supports several programming languages and offers a range of tools and services to streamline the development process. With Heroku, developers can focus on building their applications without worrying about infrastructure management.

Aify.co is a website that covers all things artificial intelligence. It provides news, analysis, and opinion on the latest developments in AI, as well as resources for developers and users. The site is written by a team of experts in AI, and it is committed to providing accurate and up-to-date information on the field.

StreamDeploy is an AI-powered cloud deployment platform designed to streamline and secure application deployment for agile teams. It offers a range of features to help developers maximize productivity and minimize costs, including a Dockerfile generator, automated security checks, and support for continuous integration and delivery (CI/CD) pipelines. StreamDeploy is currently in closed beta, but interested users can book a demo or follow the company on Twitter for updates.

Superlinked is a compute framework for your information retrieval and feature engineering systems, focused on turning complex data into vector embeddings. Vectors power most of what you already do online - hailing a cab, finding a funny video, getting a date, scrolling through a feed or paying with a tap. And yet, building production systems powered by vectors is still too hard! Our goal is to help enterprises put vectors at the center of their data & compute infrastructure, to build smarter and more reliable software.

This website is a community forum for discussing all things AI. Members can ask questions, share resources, and collaborate on projects. The site also features a directory of AI tools and services.

TechCrunch is a leading technology media property, dedicated to obsessively profiling startups, reviewing new Internet products, and breaking tech news.

LlamaIndex is a leading data framework designed for building LLM (Large Language Model) applications. It allows enterprises to turn their data into production-ready applications by providing functionalities such as loading data from various sources, indexing data, orchestrating workflows, and evaluating application performance. The platform offers extensive documentation, community-contributed resources, and integration options to support developers in creating innovative LLM applications.

Cupiee is an AI-powered emotion companion on Web3 that aims to support and relieve users' emotions. It offers features like creating personalized spaces, sharing feelings anonymously, earning rewards through activities, and using the CUPI token for transactions and NFT sales. The platform also includes a roadmap for future developments, such as chat with AI Pet, generative AI based on stories, and building a marketplace for NFT and AI Pet trading.

Easy Islamic Dream Interpretation is an AI tool that offers dream interpretations based on Quranic verses, Hadith, and established Islamic principles. The tool draws insights from classical Islamic scholars like Ibn Sirin, Al-Nabulsi, and Ibn Kathir to provide accurate and meaningful interpretations of dreams. Users can gain a deeper understanding of their dreams through the lens of Islamic teachings and traditions.

Pipeless Agents is a platform that allows users to convert any video feed into an actionable data stream, enabling automation of tasks based on visual inputs. It serves as a serverless platform for Vision AI, offering the ability to create projects, connect video sources, and customize agents for specific needs. With a focus on simplicity and efficiency, Pipeless Agents empowers users to extract structured data from various video sources and automate processes with minimal coding requirements.

Dreamy.ai is an AI application that allows users to create their own virtual girlfriend powered by Artificial Intelligence. Users can customize the look, personality, and relationship of their AI companion with just one click. The platform provides a unique and interactive experience for users to connect with AI companions and explore the world of artificial intelligence.

Devath is the world's first AI-powered SmartHome platform that revolutionizes the way users interact with their smart devices. It eliminates the need for writing extensive lines of code by allowing users to simply give instructions to the AI for seamless device control. With features like splash resistance and responsive design, Devath offers a user-friendly experience for managing smart home functionalities. The platform also enables developers to preview and test their apps before submission, providing a 99% faster publishing process. Devath is continuously evolving with user feedback and aims to enhance the SmartHome experience through AI copilots and customizable features. With Devath, users can control their devices from the web and enjoy free unlimited access to the AI era of SmartHome.

moderation.dev is an AI tool that offers domain-specific guardrails to help organizations identify and manage risks efficiently. By leveraging AI technology, the tool provides custom guardrail models in just one click. It specializes in predicting risks associated with AI chatbots and creating models to intercept queries that a traditional chatbot might struggle to answer accurately.

BlinkAI is an innovative AI tool that provides GPTs with superpowers by giving them a wallet, enabling them to function as personal financial assistants, bankers, money managers, shoppers, and more. It aims to enhance Web3 user experience by leveraging AI capabilities. The tool empowers users to accomplish tasks more efficiently and effectively.

FancyMe.ai is a social network platform that allows users to follow and chat with AI creators, characters, and more. Users can interact with unique characters from Anime and Games, engage in live chats, access exclusive content, and be part of a community of like-minded individuals. The platform offers advanced AI-assisted tools to maximize user results and productivity. FancyMe.ai aims to create a pleasant experience for both supporters and creators by providing engaging content and a supportive community.

Myple is an AI application that enables users to build, scale, and secure AI applications with ease. It provides production-ready AI solutions tailored to individual needs, offering a seamless user experience. With support for multiple languages and frameworks, Myple simplifies the integration of AI through open-source SDKs. The platform features a clean interface, keyboard shortcuts for efficient navigation, and templates to kickstart AI projects. Additionally, Myple offers AI-powered tools like RAG chatbot for documentation, Gmail agent for email notifications, and AskFeynman for physics-related queries. Users can connect their favorite tools and services effortlessly, without any coding. Joining the beta program grants early access to new features and issue resolution prioritization.

MeDA School is an educational platform dedicated to promoting and nurturing talents in the field of Medical Artificial Intelligence (AI). The platform aims to establish a solid foundation for intelligent and precision medical talent pools in Taiwan and globally. MeDA School facilitates interaction and communication among members of the intelligent medical ecosystem, fostering deep understanding and trust in the operation and tasks of medical AI. The platform offers a blend of virtual and physical courses, inviting domain experts to share cutting-edge knowledge and integrating interdisciplinary knowledge to be practically applied in various fields.

Supertype is a full-cycle data science consultancy offering a range of services including computer vision, custom BI development, managed data analytics, programmatic report generation, and more. They specialize in providing tailored solutions for data analytics, business intelligence, and data engineering services. Supertype also offers services for developing custom web dashboards, computer vision research and development, PDF generation, managed analytics services, and LLM development. Their expertise extends to implementing data science in various industries such as e-commerce, mobile apps & games, and financial markets. Additionally, Supertype provides bespoke solutions for enterprises, advisory and consulting services, and an incubator platform for data scientists and engineers to work on real-world projects.

AutomationEdge is a hyperautomation company offering a platform with RPA, IT Automation, Conversational AI, and Document Processing capabilities. They provide industry-specific automation solutions through their extensible platform, enabling end-to-end automation. The company focuses on making workplaces smarter and better through automation and AI technologies. AutomationEdge offers solutions for various industries such as banking, insurance, healthcare, manufacturing, and more. Their platform includes features like Robotic Process Automation (RPA), Conversational AI, Intelligent Document Processing, and Data & API Integration.

Techstrong Learning is an AI-powered platform that hosts various virtual and in-person events focusing on technology, innovation, and enterprise development. The platform aims to bring together professionals from diverse backgrounds to explore the transformative impact of AI across different business landscapes. With a special focus on enterprise, DevOps, and AI development, Techstrong Learning offers a holistic learning experience through conferences, summits, and virtual events. Participants gain valuable insights into leveraging AI for decision-making, cost efficiency, and customer engagement, equipping them with strategic knowledge to navigate the future of AI-driven business dynamics.

Replicate is an AI tool that allows users to run and fine-tune open-source models, deploy custom models at scale, and generate images, text, videos, music, and speech with just one line of code. It provides a platform for the community to contribute and explore thousands of production-ready AI models, enabling users to push the boundaries of AI beyond academic papers and demos. With features like fine-tuning models, deploying custom models, and scaling on Replicate, users can easily create and deploy AI solutions for various tasks.

The AI Raspberry Pi Cat Detection is a hardware AI starter kit designed for cat detection and narration using Raspberry Pi. It allows users to monitor their cats at home and receive alerts when unusual behavior is detected. Additionally, it can be customized for various other detection tasks like bird watching, raccoon deterrent, plant monitoring, and package alerts. The application is user-friendly and offers the flexibility to create personalized AI use cases beyond cat detection.

Chatbase is an AI tool that provides custom ChatGPT models tailored to your data. It allows users to create conversational AI models that are specific to their needs, enabling more engaging and personalized interactions with customers. With Chatbase, users can easily train, deploy, and manage chatbots for various applications such as customer support, virtual assistants, and more. The platform offers advanced natural language processing capabilities to understand and respond to user queries effectively.

ARC is an AI-driven platform designed to address and mitigate the uncertainties of the digital world in the fast-paced Web3 environment. It offers vigilant monitoring, AI-driven insights, and user-friendly resources to simplify Web3 development, secure investments, and uncover true potential in the blockchain universe. ARC aims to make digital investment secure and profitable, breaking down barriers for both seasoned developers and curious newcomers.

Prem is an AI platform that empowers developers and businesses to build and fine-tune generative AI models with ease. It offers a user-friendly development platform for developers to create AI solutions effortlessly. For businesses, Prem provides tailored model fine-tuning and training to meet unique requirements, ensuring data sovereignty and ownership. Trusted by global companies, Prem accelerates the advent of sovereign generative AI by simplifying complex AI tasks and enabling full control over intellectual capital. With a suite of foundational open-source SLMs, Prem supercharges business applications with cutting-edge research and customization options.

GAIA is a powerful creation engine designed for the AI Age. It provides users with advanced tools and capabilities to develop AI applications, machine learning models, and data analytics solutions. With a user-friendly interface and robust features, GAIA empowers individuals and organizations to harness the potential of artificial intelligence for various projects and initiatives. Whether you are a data scientist, developer, or AI enthusiast, GAIA offers a comprehensive platform to bring your ideas to life and drive innovation in the rapidly evolving AI landscape.

EDIA is an automated CONTENT LABELLING platform that enables modular, goal-oriented, and reusable content using high-end AI. The platform provides instant structure and insight into content through its Metadata API, integrated with various systems and authoring tools. EDIA offers subscription services, tools, and API integrations to automate metadata creation. Users can create a free account to access the platform's tools. The platform aims to improve content discoverability, reduce production costs, and enhance content management efficiency.

Chatbots Magazine is a platform dedicated to educating and informing readers about chatbots and artificial intelligence. It provides a wide range of articles, tutorials, and resources related to chatbots, conversational commerce, and AI integration. The platform aims to help individuals and businesses understand the potential of chatbots in various industries and how they can leverage this technology to improve customer service and streamline operations.

CloudApper AI is an advanced AI platform that helps businesses build, integrate, and deploy AI solutions seamlessly. The platform offers a holistic system comprising Generative AI, Workflows, and Integration components to enhance decision-making, automate processes, and synchronize data with existing enterprise systems. CloudApper AI aims to democratize AI by providing cutting-edge AI/LLM technology, seamless integration capability, and secure data handling without the need for extensive programming skills. The platform empowers businesses to stay ahead in the digital landscape by leveraging advanced technologies and ensuring every developer can leverage AI to transform legacy processes.

Microsoft Copilot Studio is an end-to-end conversational AI platform that allows users to design intelligent, actionable, and connected AI assistants for employees and customers. Users can create custom copilots, design conversational applications using generative AI and large language models, and customize Copilot for Microsoft 365. The platform offers capabilities to build copilots, generate conversations, bring systems to life, control copilot responses, handle complex queries, and offer personalized interactions. It also enables users to expand copilot reach, extend line-of-business apps, and escalate conversations with human agents.