Research Center Trustworthy Data Science and Security

The Research Center Trustworthy Data Science and Security is a hub for interdisciplinary research focusing on building trust in artificial intelligence, machine learning, and cyber security. The center aims to develop trustworthy intelligent systems through research in trustworthy data analytics, explainable machine learning, and privacy-aware algorithms. By addressing the intersection of technological progress and social acceptance, the center seeks to enable private citizens to understand and trust technology in safety-critical applications.

The Data & Trust Alliance is a group of industry-leading enterprises focusing on the responsible use of data and intelligent systems. They develop practices to enhance trust in data and AI models, ensuring transparency and reliability in the deployment processes. The alliance works on projects like Data Provenance Standards and Assessing third-party model trustworthiness to promote innovation and trust in AI applications. Through technology and innovation adoption, they aim to leverage expertise and influence for practical solutions and broad adoption across industries.

Dimensions AI is an advanced scientific research database that provides a suite of research applications and time-saving solutions for intelligent discovery and faster insight. It hosts the largest collection of interconnected global research data, including publications, clinical trials, patents, policy documents, grants, datasets, and online citations. The platform offers easy-to-understand visualizations, purpose-built applications, and integrated AI technology to speed up research interpretation and analysis. Dimensions is designed to propel research by connecting the dots across the research ecosystem and saving researchers hours of time.

Derwen is an open-source integration platform for production machine learning in enterprise, specializing in natural language processing, graph technologies, and decision support. It offers expertise in developing knowledge graph applications and domain-specific authoring. Derwen collaborates closely with Hugging Face and provides strong data privacy guarantees, low carbon footprint, and no cloud vendor involvement. The platform aims to empower AI engineers and domain experts with quality, time-to-value, and ownership since 2017.

EleutherAI is an open-source AI research platform that focuses on discussing and disseminating cutting-edge research in the field of artificial intelligence. The platform provides updates on various research projects, including Mechanistic Anomaly Detection, Automated Interpretability for Sparse Autoencoder Features, Experiments in Generalization, Concept Erasure, Knowledge Elicitation, and more. EleutherAI aims to foster collaboration and innovation in the AI community by sharing insights and advancements in the field.

SENEX is an AI-powered Blockchain company that aims to create the world's finest Intelligent Chain. It combines Artificial Intelligence with Blockchain technology to provide a privacy-compliant and secure platform for digital users and businesses. SENEX's Intelligent Chain distributes data processing across the network while keeping information private and secure, giving users the benefits of anonymity. The company's AI-powered solutions address various challenges and problems in industries such as healthcare, finance, transportation, and education.

The Library Innovation Lab at Harvard University is an AI tool that focuses on bringing library principles to technological frontiers. It is a forward-looking group working at the intersection of libraries, technology, and law. The lab aims to democratize open knowledge and explore the use of generative AIs in information access and law. They offer various projects like Caselaw Access Project, H2O, The Nuremberg Project, Perma.cc, Alterspace, and Time Capsule Encryption to achieve their goals.

OrangeSlices AI is a platform focused on providing timely, actionable, and responsible information and data products for the competitive marketplace, particularly in the Government Contracting (GovCon) sector. The platform aims to make data available and accessible to organizations of all sizes, assisting Federal government and industry IT and consulting leaders in identifying and engaging with each other effectively. OrangeSlices AI also highlights leaders and companies that excel in their fields, promoting a culture of excellence and innovation.

The FileAI website offers an AI-powered file reading assistant that specializes in data extraction from structured documents like financial statements, legal documents, and research papers. It automates tasks related to legal and compliance review, finance and accounting report preparation, and research and academia support. The tool aims to streamline document processing, enhance learning processes, and improve research efficiency. With features like summarizing complex texts, extracting key information, and detecting plagiarism, FileAI caters to users in various industries and educational fields. The platform prioritizes data security and user privacy, ensuring that data is used solely for its intended purpose and deleted after 7 days of non-use.

Climate Change AI is a global non-profit organization that focuses on catalyzing impactful work at the intersection of climate change and machine learning. They provide resources, reports, events, and grants to support the use of machine learning in addressing climate change challenges.

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.

Data Science Dojo is a globally recognized e-learning platform that offers programs in data science, data analytics, machine learning, and more. They provide comprehensive and hands-on training in various formats such as in-person, virtual instructor-led, and self-paced training. The focus is on helping students develop a think-business-first mindset to apply their data science skills effectively in real-world scenarios. With over 2500 enterprises trained, Data Science Dojo aims to make data science accessible to everyone.

The Future of Privacy Forum (FPF) is an AI tool that serves as a catalyst for privacy leadership and scholarship, advancing principled data practices in support of emerging technologies. It provides resources, training sessions, and guidance on AI-related topics, online advertising, youth privacy legislation, and more. FPF brings together industry, academics, civil society, policymakers, and other stakeholders to explore challenges posed by emerging technologies and develop privacy protections, ethical norms, and best practices.

VisionLabs is a leading provider of facial recognition technology that enhances digital identity experiences. Their Artificial Intelligence and Machine Learning technology, based on neural network algorithms, ensures a safer and more secure world, enabling seamless navigation in the digital realm. With applications in over 60 countries across various industries, VisionLabs aims to facilitate better and safer interactions through facial recognition technology.

Trust Stamp is a global provider of AI-powered identity services offering a full suite of identity tools, including biometric multi-factor authentication, document validation, identity validation, duplicate detection, and geolocation services. The application is designed to empower organizations across various sectors with advanced biometric identity solutions to reduce fraud, protect personal data privacy, increase operational efficiency, and reach a broader user base worldwide through unique data transformation and comparison capabilities. Founded in 2016, Trust Stamp has achieved significant milestones in net sales, gross profit, and strategic partnerships, positioning itself as a leader in the identity verification industry.

Sherpa.ai is a Federated Learning Platform that enables data collaborations without sharing data. It allows organizations to build and train models with sensitive data from various sources while preserving privacy and complying with regulations. The platform offers enterprise-grade privacy-compliant solutions for improving AI models and fostering collaborations in a secure manner. Sherpa.ai is trusted by global organizations to maximize the value of data and AI, improve results, and ensure regulatory compliance.

Rationale is a revolutionary decision-making AI tool powered by the latest GPT and in-context learning technologies. It leverages advanced artificial intelligence algorithms to provide users with valuable insights and recommendations for making informed decisions across various domains.

Luminal is a powerful AI copilot that helps users clean, transform, and analyze spreadsheets 10x faster. It offers fast and efficient data analysis capabilities, enabling users to perform complex operations, answer sophisticated questions, and run AI-enabled tasks using natural language. Luminal is designed to simplify data processing tasks and enhance productivity for both professional and personal use. The application supports multiple languages, provides secure data hosting with encryption, and offers simple pricing plans that scale with user needs.

Promptly is a generative AI platform designed for enterprises, offering a no-code AI app builder sheets platform solution. It enables users to create tailor-made generative AI agents, applications, and chatbots to meet unique user needs. The platform allows seamless integration of own data and GPT-powered models without any coding experience. Promptly supports various data sources and major model providers, making it developer-friendly and suitable for a wide range of applications. With features like model chaining, developer-friendly tools, and collaborative app building, Promptly empowers organizations to scale their AI capabilities securely and efficiently.

Attain is the world's first generative AI-powered CRM designed for startups, offering superpowers to accelerate sales processes. It features a flexible, tabular CRM interface that is simple, powerful, and highly customizable. The AI-enhanced lead generation capabilities allow users to prospect from a real-time database of nearly 1 billion contacts. Attain also includes a Smart AI Meeting Assistant that records calls, updates CRM, takes notes, and more. With AttainGPT™, users can generate analytics, recaps, and more by simply asking in plain English. This modern CRM is built to support the needs of today's sales motion, backed by Y Combinator & Khosla Ventures.

Aitodata.com is an AI tool designed to streamline data processing and analysis tasks. It offers a user-friendly interface that allows users to easily upload, clean, analyze, and visualize data sets. The tool leverages advanced machine learning algorithms to provide accurate insights and predictions, making it a valuable asset for data scientists, analysts, and researchers. With features such as data cleaning, exploratory data analysis, predictive modeling, and interactive visualizations, aitodata.com simplifies the data analysis process and helps users make informed decisions based on data-driven insights.

The website offers a Strategy-First AI tool that helps users elevate their brand using artificial intelligence. It provides free resources such as a Notion + AI Brand Checklist and a Customer Persona and USPs Generator. The tool is designed to assist businesses in developing effective strategies and enhancing their brand presence through AI-powered solutions.

ThirdAI is a production-ready AI platform designed for enterprises, offering out-of-the-box solutions that work at scale with 10x better price performance. It provides enterprise-grade productivity tools like document search & retrieval, content creation, FAQ bots, customer live support, hyper-personalization, risk & compliance, fraud detection, anomaly detection, and PII/sensitive data redaction. The platform allows users to bring their business problems, apply on their data, and compose AI applications without the need for extensive POC cycles or manual fine-tuning. ThirdAI focuses on low latency, security, scalability, and performance, enabling business leaders to solve critical needs in weeks, not months or years.

Socialvar Ltd is a leading marketing platform offering a full-stack social media solution, email and SMS marketing tools, and WhatsApp automation solution. It helps businesses automate their marketing efforts, reach more customers, and drive sales by simplifying social media posting, email campaigns, and SMS marketing. With features like bulk email sending, list segmentation, and real-time analytics, Socialvar streamlines marketing tasks for businesses of all sizes. The platform also provides a user-friendly interface, flexible pricing plans, and powerful automation tools to enhance marketing strategies.

CyberRiskAI.com is a website that is currently under development and is registered at Dynadot.com. The website is expected to offer services related to cyber risk management and artificial intelligence in the future. With a focus on cybersecurity and risk assessment, CyberRiskAI.com aims to provide innovative solutions to help businesses mitigate cyber threats and protect their digital assets. The platform is designed to leverage AI technologies to analyze and predict cyber risks, enabling users to make informed decisions to enhance their security posture.

Lime is an AI-powered data research assistant designed to streamline and enhance the data research process. It leverages artificial intelligence to assist users in gathering, analyzing, and interpreting data efficiently and accurately. Lime aims to simplify complex data research tasks and provide valuable insights to users, ultimately saving time and improving decision-making processes.

AI SEO Page is an AI-powered website that focuses on the intersection of artificial intelligence (AI) and search engine optimization (SEO). The platform offers insights, strategies, and tools to enhance SEO performance through AI technologies. It covers topics such as AI content creation, link building, analytics, user experience, and local SEO. Users can learn about the latest trends in AI and SEO, as well as technical and semantic SEO practices. Additionally, the site provides guidance on utilizing AI for various tasks, such as translation, image transformation, object removal, and stock market analysis.

OpenAI is an artificial intelligence research laboratory consisting of the for-profit OpenAI LP and the non-profit OpenAI Inc. The organization focuses on developing and promoting friendly AI for the benefit of humanity. OpenAI conducts research in the field of artificial intelligence and aims to ensure that AI technology is used ethically and safely. The organization has made significant contributions to the field of AI, including developing advanced language models like GPT-3.

Airwiz is an AI data analyst tool designed to revolutionize data analysis experiences for Airtable users. It offers seamless integration with Airtable, providing intuitive AI data analysis without the need for complex setups. Users can unlock Python-level data insights by simply asking questions, eliminating the requirement for coding skills. With Airwiz, users can obtain instant, actionable data insights, making data analysis tasks efficient and effortless. The tool has received positive feedback from professionals across various roles, highlighting its transformative impact on data analysis processes.

Co-Founder Ai is an AI tool that helps startups by utilizing AI to generate well-structured business plans and actionable insights in minutes. It supports multiple languages and offers both free and pro report options. Users can create private reports by signing in or creating an account. The tool aims to speed up the process of research and save costs for startups.

Coqui is a website that is shutting down and expresses gratitude for the support received. The site mentions collecting and processing personal information for visitor statistics and browsing behavior. It also includes links to resources, terms & conditions, privacy policy, support, community, and contact information. The website was created with love in Berlin.

Rapid Editor is an advanced mapping tool that revolutionizes map editing by integrating cutting-edge technology and authoritative geospatial open data. It empowers OpenStreetMap mappers of all levels to make accurate and fresh edits quickly. The tool saves effort by utilizing AI to identify predicted features and provide high-level overviews of unmapped areas globally. Rapid Editor's intuitive interface makes mapping clear and simple, facilitating mapping projects for humanitarian and community groups.

RTutor is an AI-powered tool developed by Orditus LLC that allows users to analyze and interpret data using natural language. It leverages OpenAI's large language models to translate user queries into R or Python code, which is then executed to provide analysis results. Users can upload data in various formats, ask questions, and receive results in seconds. RTutor offers a comprehensive Exploratory Data Analysis (EDA) report, supports data cleaning and preparation, and provides code chunks for analysis. It is designed for users to interact with data in their own languages, making data analysis accessible and efficient.

AI Studio is an AI application that empowers users to build powerful AI systems effortlessly. It combines a variety of top AI tools to help users tackle their most challenging problems efficiently. The platform offers a user-friendly interface, making it accessible for both beginners and experts in the field of artificial intelligence.

Impact Stack is an AI-powered research tool that provides evidence-based answers to your queries. It dispatches a team of AI agents with specialized tools to deliver rigorously researched answers quickly. The tool offers a natural language interface for asking questions about companies, industries, or research topics. Users can interact with AI agents equipped with recent event and entity knowledge bases. Impact Stack streamlines the research process by eliminating the need for manual data entry and analysis. Stay informed with the latest articles and feature updates through subscription.

Rep AI is an eCommerce shopping assistant and Shopify AI sales chatbot app solution that transforms conversations into revenue growth, reduces support tickets, and provides shopper intelligence. It guides and supports shoppers, boosts sales, resolves inquiries, and delivers data-driven insights for an optimized shopping experience. Rep AI offers features like converting browsers into buyers with precise timing, assisting and guiding shoppers at every step, selling while you sleep with AI-generated sales, providing insights through AI-driven metrics, and ensuring data security and compliance. The application has been praised by various brands for its significant impact on conversions, customer support, and revenue growth.

GuidedTrack is a powerful survey and web app builder that allows users to easily create highly interactive digital experiences such as web apps, educational modules, advanced surveys, prototypes, and more. It offers unmatched speed, flexibility, and affordability compared to other builders. Users can embed their creations anywhere without requiring programming skills, integrate with various tools and services through its API, and receive expert hands-on support for guidance. GuidedTrack also provides comprehensive templates for data collection, market research, education, and more.

Ask YC is an AI tool designed to provide assistance and support to users. The tool offers a range of features to help users with various tasks and inquiries. It is a user-friendly platform that aims to enhance user experience and provide valuable information. Ask YC is powered by advanced AI technology that enables it to understand and respond to user queries effectively. The tool is constantly evolving to meet the changing needs of users and provide accurate and timely assistance.

Microsoft AppSource is a platform that serves as a destination for business apps, offering a wide range of solutions to address various business needs. It enables users to find applications that drive innovation, improve business outcomes, and enhance productivity. The platform covers diverse categories such as AI, machine learning, analytics, collaboration, finance, marketing, and more. Users can explore and discover business solutions tailored to their specific requirements, all within the Microsoft ecosystem.

Avanzai is a powerful workflow automation tool designed specifically for financial services. It leverages AI technology to uncover hidden market dynamics, generate interactive charts, and perform complex analysis in plain English. Users can easily build charts that would typically require advanced programming skills in Python or quant tools. Avanzai provides access to macroeconomic data, equity fundamentals, and real-time news, allowing users to customize charts based on their specific needs. The tool accelerates research reports, enhances alternative data analysis, and empowers asset managers to test market hypotheses efficiently.

Simplilearn is an online bootcamp and certification platform that offers courses in various fields, including AI and machine learning, project management, cyber security, cloud computing, and data science. The platform partners with leading universities and companies to provide industry-relevant training and certification programs. Simplilearn's courses are designed to help learners develop job-ready skills and advance their careers.

Hub IT is a comprehensive IT solutions and services provider offering a wide range of services including website development, mobile app development, cloud services, special software solutions, AI technologies, cyber security, SEO, creative content, data entry, business coaching, ads management, and back-office solutions. The company aims to empower businesses and individuals through cutting-edge technology and innovative digital marketing solutions, ensuring optimal efficiency and success in the digital world. With a focus on industry-specific solutions, Hub IT serves clients in various sectors such as automotive, EdTech, energy and utilities, fintech, healthcare, social media, insurance, government, hospitality, logistics, retail, real estate, technology, telecom, tourism, travel, transport, cargo, and video games.

The Research Center Trustworthy Data Science and Security is a hub for interdisciplinary research focusing on building trust in artificial intelligence, machine learning, and cyber security. The center aims to develop trustworthy intelligent systems through research in trustworthy data analytics, explainable machine learning, and privacy-aware algorithms. By addressing the intersection of technological progress and social acceptance, the center seeks to enable private citizens to understand and trust technology in safety-critical applications.

Control Audits is an AI-powered platform that helps organizations comply with AI & Cyber Security standards. It provides a comprehensive solution for AI and Cyber Security Governance, Risk, and Compliance, offering features such as single pane view, teamwork integration, effortless implementation, seamless task management, and more. The platform is designed to simplify the implementation and compliance process, ensuring that organizations meet standards like ISO 42001, NIST AI RMF, ISO 27001, and others. Control Audits aims to make AI and Cyber Security management efficient and effective for businesses of all sizes.

Cambrian Copilot is an AI tool designed for researchers and engineers to stay updated with the latest machine learning research. It provides access to over 240,000 ML papers, helps in understanding complex details, and automates literature reviews. The tool simplifies the process of discovering and accessing the most recent research developments in the field of machine learning.

NexusGPT is an AI tool that allows users to build and deploy custom AI agents for various workflows without the need for coding. It offers enterprise-grade AI solutions that can be integrated into any app, providing autonomous agents that can complete complex tasks, automate processes, and enhance productivity. With features like connecting to external plugins, enterprise-grade security, and deployment on existing apps, NexusGPT empowers users to create powerful AI agents effortlessly.

Emotion Logic Ltd is an AI tool that specializes in genuine emotion detection from voice data. The technology provides valuable insights across various sectors, including fraud investigations, healthcare, education, and customer service. Emotion Logic's advanced voice analysis capabilities help in deciphering unspoken emotions accurately, enhancing user experiences, and gaining valuable insights for decision-making processes.

functime is a time-series machine learning tool designed for scalability. It offers a comprehensive set of functions and features to facilitate time-series forecasting and analysis. With functime, users can easily install the tool, access documentation, tutorials, and API references. The tool provides scoring, ranking, and plotting functions for evaluating forecasts, making it a valuable resource for forecast analysts. Additionally, functime serves as an AI copilot, assisting users in analyzing trends, seasonality, and causal factors in their forecasts.

Kolank is an AI tool that offers a unified API with features such as load balancing, fallbacks, cost and performance metrics. Users can access models for generating text, images, and videos through simple API calls. The platform supports multiple programming languages like Python, JavaScript, and Curl, making it easy for developers to integrate AI capabilities into their applications.

Promptmakr is a platform that facilitates the buying and selling of AI prompts. It serves as a marketplace where users can find and purchase prompts for various AI applications. The platform aims to streamline the process of acquiring prompts, making it easier for developers and AI enthusiasts to access high-quality content to enhance their projects.

StockGPT is an AI-powered financial research assistant that provides knowledge of earnings releases, financial reports, and fundamental information for S&P 500 and Nasdaq companies. It offers features like AI search, customizable filters, up-to-date data, industry research, and more to help users analyze companies and markets efficiently.

Google Colab Copilot is an AI tool that integrates GitHub Copilot into Google Colab, allowing users to easily access AI-generated code suggestions while working on their projects. By following a simple setup guide, users can enhance their coding experience by leveraging the power of AI to assist with writing code snippets and improving productivity.

Lobe is a free and easy-to-use machine learning tool for Mac and PC that helps users train machine learning models and deploy them to any platform of their choice. It provides a user-friendly interface for creating and managing machine learning projects, making it accessible to both beginners and experienced users.

Aitodata.com is an AI tool designed to streamline data processing and analysis tasks. It offers a user-friendly interface that allows users to easily upload, clean, analyze, and visualize data sets. The tool leverages advanced machine learning algorithms to provide accurate insights and predictions, making it a valuable asset for data scientists, analysts, and researchers. With features such as data cleaning, exploratory data analysis, predictive modeling, and interactive visualizations, aitodata.com simplifies the data analysis process and helps users make informed decisions based on data-driven insights.

Shimoku is an AI tool that offers a catalog of AI modules for acquisition, conversion, loyalty, and retention, covering the entire customer lifecycle for marketers and sales teams. It combines Machine Learning, Explainability AI, and Generative AI to provide personalized solutions for various industries and sectors.

Weaviate is an AI-native database designed to empower developers in building and scaling modern AI applications more easily. It offers cloud, model, and deployment agnostic solutions, flexible cost-performance optimization, and a robust developer community. Weaviate enables lightning-fast pure vector similarity search over raw vectors or data objects, even with filters. The platform is open source and supports integrations with various language model frameworks, making it a versatile tool for AI development.

Chessvision.ai is an AI-powered eBook reader that leverages Artificial Intelligence and Computer Vision to make chess eBooks interactive. It supports PDF, ePub, and DjVu formats, allowing users to analyze chess diagrams, add comments, search positions online, watch YouTube videos, and analyze with the engine. The application has gained popularity among chess players of all levels for its ability to enhance the study and learning experience through innovative technology.

ThirdAI is a production-ready AI platform designed for enterprises, offering out-of-the-box solutions that work at scale with 10x better price performance. It provides enterprise-grade productivity tools like document search & retrieval, content creation, FAQ bots, customer live support, hyper-personalization, risk & compliance, fraud detection, anomaly detection, and PII/sensitive data redaction. The platform allows users to bring their business problems, apply on their data, and compose AI applications without the need for extensive POC cycles or manual fine-tuning. ThirdAI focuses on low latency, security, scalability, and performance, enabling business leaders to solve critical needs in weeks, not months or years.

Susterra is an advanced analytics platform for Public Finance stakeholders, aiming to catalyze urban development by providing powerful insights. The platform integrates leading practices from academia, utilizes public data for creating relevant insights, and leverages technology innovations like ML and AI. Susterra offers solutions such as TerraScore, TerraVision, TerraView, and Impact IQ, enabling evaluation of public benefit programs in various sectors. The platform also specializes in data visualization tools and is powered by Google Cloud.

The AI SDK by Vercel is a free open-source library designed to empower developers with the necessary tools to create AI-powered products. It offers a Unified Provider API that allows easy switching between AI providers with just a single line of code. Developers can build generative UIs, utilize framework-agnostic features, and ensure instant AI responses for users. The SDK has received positive feedback from builders for its ease of use and efficiency in building AI features within minutes.

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. It features tools like Cody, an AI coding assistant that can write and fix code, provide autocomplete suggestions, and answer coding questions. Another tool, Jan, is an open-source alternative to ChatGPT that allows running AI models offline on a desktop. Additionally, Open Interpreter is an open-source project enabling language models to execute code locally through a human-like interface in the terminal.

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 obtaining plain text JSON from GPT3. 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 leverage AI technology.

Diatech AI is an advanced AI application tailored for the diamond industry. It offers solutions such as demand-supply analytics, price analytics, customer behavior analytics, market prediction, and GenAI solutions for jewelry design and marketing. The platform enables businesses to trade diamonds, ensures provenance and sustainable practices, drives digital transformation, and provides insights into customer trends and behavior. Diatech AI is trusted by industry leaders and offers a comprehensive suite of AI-driven tools to empower businesses in the diamond industry.

Ojamu is an AI & Blockchain-powered platform that enables brands to reach their marketing goals with data-driven predictions across all digital channels. The platform provides intelligent solutions for the Web3 economy by analyzing vast amounts of data points, optimizing decision-making, and automating digital strategies. Ojamu offers an AI product suite for both B2B and B2C solutions, empowering brands to make optimal decisions in the Web 3.0 economy.