HyperAI

HyperAI is an advanced AI tool designed to accelerate AI development by providing a free AI co-coding environment, out-of-the-box solutions, and cost-effective GPU pricing. It offers cutting-edge AI research papers, benchmarks, and models to help users stay updated with the latest trends and advancements in the field of artificial intelligence.

Google DeepMind is an AI research company that aims to develop artificial intelligence technologies to benefit the world. They focus on creating next-generation AI systems to solve complex scientific and engineering challenges. Their models like Gemini, Veo, Imagen 3, SynthID, and AlphaFold are at the forefront of AI innovation. DeepMind also emphasizes responsibility, safety, education, and career opportunities in the field of AI.

Ledge.ai is an AI application that focuses on the latest trends in artificial intelligence. The platform provides articles, videos, and solutions related to various fields such as business, learning, engineering, academics & study, public, entertainment & art. Users can stay updated on AI developments, including new models like GPT-4o and multi-modal AI. Ledge.ai covers a wide range of topics from OpenAI announcements to academic research and industry applications of AI technology.

Cue AI is an AI research lab dedicated to enhancing the capabilities of cutting-edge models. The lab is committed to pushing the boundaries of AI technology and innovation. While the website currently has limited information, it serves as a platform for sharing updates and developments in the field of artificial intelligence. For inquiries or collaborations, users can reach out via email at [email protected].

Athina AI Hub is an ultimate resource for AI development teams, offering a wide range of AI development blogs, research papers, and original content. It provides valuable insights into cutting-edge technologies such as Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and AI agents. Athina AI Hub aims to empower AI engineers, researchers, data scientists, and product developers by offering comprehensive resources and fostering innovation in the field of Artificial Intelligence.

ZGI.AI is an all-in-one platform for AGI development, offering a gateway to the world's best AI models. It brings together multiple AI models into one platform to provide users with a comprehensive intelligent solution. The platform is designed to empower users in leveraging cutting-edge AI technologies and exploring new horizons in AI development.

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.

Answer.AI is a practical AI R&D lab that creates end-user products based on foundational research breakthroughs. They focus on creating practical solutions and products using AI technologies. The lab aims to bridge the gap between theoretical research and real-world applications by developing innovative AI solutions.

Google DeepMind is an AI research lab that focuses on developing advanced AI systems to benefit humanity. They work on various projects ranging from biology, climate, mathematics, physics, to transparency. The lab aims to build AI responsibly and make it accessible to everyone. Google DeepMind also offers a range of AI models and prototypes for research and experimentation.

Gaspard+Bruno is a premier AI consulting agency and platform dedicated to empowering businesses with high-end custom AI solutions. They offer sophisticated art direction and content production driven by technology, with a strong focus on exploration and technique. They value close and collaborative relationships with forward-thinking clients.

The website offers an Artificial Intelligence (AI) course by MIT Professional Education, focusing on building AI solutions without coding skills. Participants can learn AI and machine learning through a unique no-code approach, work on case studies and hands-on projects, and earn a certificate of completion from MIT. The program covers concepts on GenAI, Prompt Engineering, RAG, and Agentic AI. It also provides modules on data science solutions, business innovation using no-code AI tools, and industry-valued skills. Participants receive mentorship, program support, and can build an industry-ready portfolio. The course is designed by world-renowned MIT faculty and in collaboration with Great Learning, offering accessibility and high ratings in education services.

The website is a multiplatform AI news platform that covers a wide range of topics related to artificial intelligence, technology, innovation, and their applications in various industries. It provides insights into cutting-edge AI technologies, advancements in machine learning, robotics, quantum AI, and cognitive robotics. The platform also explores the impact of AI on different sectors such as healthcare, finance, manufacturing, energy, and more. With a focus on AI-driven solutions and innovations, the website aims to keep readers informed about the latest trends and developments in the field of artificial intelligence.

KZHU.ai is an online learning platform that offers a variety of courses in artificial intelligence, machine learning, data science, and other related fields. The platform is designed for both beginners and experienced professionals who want to learn more about AI and its applications.

Times of AI is a comprehensive platform providing the latest news, insights, and trends in the fields of Artificial Intelligence (AI) and Machine Learning (ML). The website covers a wide range of topics including AI governance, cybersecurity, data science, automation, and responsible AI. It also offers reviews and comparisons of various AI tools, along with industry insights and technology innovations. Users can stay updated on the latest developments in AI through breaking news articles and in-depth analyses. Times of AI aims to be a go-to source for professionals, researchers, and enthusiasts interested in the rapidly evolving AI landscape.

AlphaSignal is a leading technical newsletter in the field of Artificial Intelligence (AI), providing a daily 5-minute summary of the latest breakthrough news, models, research, and repositories. It aims to keep AI developers and researchers up to date with the most relevant topics discussed by top researchers in the industry. The newsletter covers state-of-the-art projects, notebooks, and GitHub repositories, offering valuable insights for practitioners in the AI domain.

Athina AI is a platform that provides research and guides for building safe and reliable AI products. It helps thousands of AI engineers in building safer products by offering tutorials, research papers, and evaluation techniques related to large language models. The platform focuses on safety, prompt engineering, hallucinations, and evaluation of AI models.

HyperAI is an advanced AI tool designed to accelerate AI development by providing a free AI co-coding environment, out-of-the-box solutions, and cost-effective GPU pricing. It offers cutting-edge AI research papers, benchmarks, and models to help users stay updated with the latest trends and advancements in the field of artificial intelligence.

SingleStore is a real-time data platform designed for apps, analytics, and gen AI. It offers faster hybrid vector + full-text search, fast-scaling integrations, and a free tier. SingleStore can read, write, and reason on petabyte-scale data in milliseconds. It supports streaming ingestion, high concurrency, first-class vector support, record lookups, and more.

Averroes is the #1 AI Automated Visual Inspection Software designed for various industries such as Oil and Gas, Food and Beverage, Pharma, Semiconductor, and Electronics. It offers an end-to-end AI visual inspection platform that allows users to effortlessly train and deploy custom AI models for defect classification, object detection, and segmentation. Averroes provides advanced solutions for quality assurance, including automated defect classification, submicron defect detection, defect segmentation, defect review, and defect monitoring. The platform ensures labeling consistency, offers flexible deployment options, and has shown remarkable improvements in defect detection and productivity for semiconductor OEMs.

ScaDS.AI (Center for Scalable Data Analytics and Artificial Intelligence) is a research center focusing on Data Science, Artificial Intelligence, and Big Data with locations in Dresden and Leipzig. It is one of the five new AI centers in Germany funded under the federal government's AI strategy by the Federal Ministry of Education and Research and the Free State of Saxony. The center collaborates closely with TUD Dresden University of Technology and Leipzig University, aiming to bridge the gap between mass data utilization, knowledge management, and advanced AI methods.

AI-PRO.org is an artificial intelligence resource website that serves as the ultimate destination for learning and discovering all things AI. From the latest technologies and trends to expert insights and resources, users can find everything they need to maximize their AI knowledge and skills. Whether beginners or professionals, AI-PRO covers a wide range of AI topics, including image AI, AI chatbots, AI text generators, and much more, catering to a diverse audience seeking to enhance their understanding and proficiency in artificial intelligence.

Pinecone is a vector database designed to help power AI applications for various companies. It offers a serverless platform that enables users to build knowledgeable AI applications quickly and cost-effectively. With Pinecone, users can perform low-latency vector searches for tasks such as search, recommendation, detection, and more. The platform is scalable, secure, and cloud-native, making it suitable for a wide range of AI projects.

Dify is an open-source platform for building AI applications that combines Backend-as-a-Service and LLMOps to streamline the development of generative AI solutions. It integrates support for mainstream LLMs, an intuitive Prompt orchestration interface, high-quality RAG engines, a flexible AI Agent framework, and easy-to-use interfaces and APIs. Dify allows users to skip complexity and focus on creating innovative AI applications that solve real-world problems. It offers a comprehensive, production-ready solution with a user-friendly interface.

Atheros is an AI-driven engineering and design company that specializes in building AI-driven products. They offer access to a team of world-class engineers, scientists, and designers to help execute visions and bring products to life. Atheros focuses on meaningful projects with a positive impact, providing services such as product specification, UX/UI design, AI and machine learning, architecture and engineering, MVP release, and iterations. The company emphasizes speed, reliability, pay-as-you-go pricing, business value enhancement, cutting-edge technologies, and assistance in securing funding. Atheros also offers a learning platform for individuals and companies to learn about building modern AI products.

Ocean Protocol is a tokenized AI and data platform that enables users to monetize AI models and data while maintaining privacy. It offers tools like Predictoor for running AI-powered prediction bots, Ocean Nodes for enhancing AI capabilities, and features like Data NFTs and Datatokens for protecting intellectual property and controlling data access. The platform focuses on decentralized AI, privacy, and modular architecture to empower users in the AI and data science domains.

Weights & Biases is an AI tool that offers documentation, guides, tutorials, and support for using AI models in applications. The platform provides two main products: W&B Weave for integrating AI models into code and W&B Models for building custom AI models. Users can access features such as tracing, output evaluation, cost estimates, hyperparameter sweeps, model registry, and more. Weights & Biases aims to simplify the process of working with AI models and improving model reproducibility.

AI Grant is an accelerator program for seed-stage AI startups, offering investments, cloud credits, and support to founders building AI-native products. The program provides funding, mentorship, and resources to startups leveraging AI models in innovative ways. AI Grant focuses on supporting technical and pragmatic founders who are passionate about creating impactful AI products. The program aims to bridge the gap between AI research and product innovation, encouraging startups to iterate and build products that users love.

JetLearn is the world's top online AI academy offering classes for kids and teens. They provide live 1:1 classes for children aged 6-16, empowering them to transform from beginners to innovators in coding, AI, and data. The platform offers a customized tech curriculum, adaptive lesson plans, and expert teachers with advanced degrees to enhance analytical abilities and critical thinking skills. JetLearn's learning experience focuses on unparalleled engagement, top-notch educators, and a dedicated learner support team to ensure a delightful and effective learning journey for young minds. The platform is designed by universities and tech giants, accredited, and offers a simple 1-2-3 start process for parents and children.

Northslope Technologies is a leading global partner of Palantir, specializing in custom AI applications for the Palantir Platform Foundry & AIP workflows. They offer transformational AI software running natively in Foundry, with a global team headquartered in Denver and London. Northslope works with ambitious organizations to build end-to-end use cases, provide dedicated engineer upskilling, and deliver Palantir-quality solutions at an affordable price point. They pride themselves on deep partnerships, unmatched expertise, and a forward-deployed engineering approach.

Madrid Software is an AI education platform offering job-ready tech courses in AI, Data Science, Fullstack Development, and more. The platform provides expert mentorship and real-world exposure to help students acquire next-gen skills in AI, Data Science, Marketing, and other tech fields. Madrid Software's courses cover a wide range of topics such as Data Analytics, Artificial Intelligence, DevOps, Business Analytics, UI/UX Design, Digital Marketing, and Product Management. The platform focuses on hands-on learning, skill development, and job-aligned outcomes to prepare students for high-growth tech careers.

Codimite is an AI-assisted offshore development services solution that specializes in Web2 to Web3 communication. They offer PWA solutions, cloud modernization, and a range of services to help organizations maximize opportunities with state-of-the-art technologies. With a dedicated team of engineers and project managers, Codimite ensures efficient project management and communication. Their unique culture, experienced team, and focus on performance empower clients to achieve success. Codimite also excels in development infrastructure modernization, collaboration, data, and artificial intelligence development. They have a strong partnership with Google Cloud and offer services such as application migration, cost optimization, and collaboration solutions.

OdiaGenAI is a collaborative initiative focused on conducting research on Generative AI and Large Language Models (LLM) for the Odia Language. The project aims to leverage AI technology to develop Generative AI and LLM-based solutions for the overall development of Odisha and the Odia language through collaboration among Odia technologists. The initiative offers pre-trained models, codes, and datasets for non-commercial and research purposes, with a focus on building language models for Indic languages like Odia and Bengali.

atQor is an AI consulting company specializing in Azure and Data & AI solutions. They provide services to enterprise clients to lead them in the digital landscape, offering innovative solutions for increased productivity and revenue. With a focus on AI technologies, atQor equips businesses to excel in the AI arena and stay at the forefront of technology.

Applied AI Institute is an educational platform that provides AI education to business and IT professionals. They offer a variety of instructor-led webinars, tailored courses, guided hackathons, and solution development services. The institute focuses on enhancing learners' competencies and attitudes for success by offering customized courses with real-world client projects. Additionally, they provide consultation services to create solution assets for specific use cases, ensuring optimal results.

Fetch.ai Innovation Lab is a leading platform advancing artificial intelligence and driving innovation to create value at scale. The lab unites academic institutes, research teams, and businesses to develop and expand advanced AI solutions. It fosters a collaborative environment that supports impactful projects and pushes the boundaries of what's possible with AI. The lab offers resources, support, and networking opportunities to drive groundbreaking ideas and growth in the AI ecosystem.

SubstrateAI is an artificial intelligence company that creates, acquires, and scales businesses in various sectors such as Health, Finance, Human Resources, and Energy. They develop products and services based on proprietary technology and are listed on stock exchanges in Spain, the UK, and the US. SubstrateAI collaborates with Subgen AI, a subsidiary providing AI solutions to companies and governments globally. The company's technology is inspired by biology and continuously evolves through the daily efforts of researchers.

iCXeed is an AI-powered platform that offers a wide range of services to enhance customer experience and business operations. From artificial intelligence automation and analytics to digital marketing automation, AI design and operations, data analytics, and software development, iCXeed provides innovative solutions tailored to every business context. The platform also focuses on cognitive experts, eLearning curriculum design, proactive website chat, graphics, video, and animation services, contact and call center support, social media engagement, and talent as a service. With a strong emphasis on innovation and value delivery, iCXeed aims to revolutionize business processes and customer service through the integration of AI technologies and expert talent.

Novice is an AI-powered local workspace that allows users to access a wide range of models, including Open Source LLM models, without the need for complex setups. It ensures data confidentiality by enabling users to process data directly on their own computer. Novice eliminates the hassle of uploading files to the cloud and offers a cost-effective solution for utilizing AI technologies.

Grand Studio is an AI design studio that specializes in UX design, digital products, strategy, and research. They use design thinking to tackle complex challenges and create innovative solutions for their partners. Their services include service design, qualitative research, product design and strategy, UX/UI design, and conversation design. Grand Studio aims to turn complexity into clarity by designing products, systems, and services that help users succeed. They work with a variety of partners across different industries to bring unique visions to life.

Gen AI For Enterprise is an AI application that offers a secure, scalable, and customizable platform for enterprises. It provides a private chat feature, enhanced knowledge retrieval, and custom business case development. The application is trusted by various industries and empowers teams to work better by leveraging advanced AI models and APIs. It ensures robust security, compliance with industry standards, and simplified user management. Gen AI For Enterprise aims to transform businesses by providing innovative AI solutions.

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.