Formula Bot Tools

Formula Bot Tools is a website that provides AI-powered tools for working with data and spreadsheets. The website offers a variety of generators, including an Excel formula generator, a SQL query generator, and a spreadsheet generator. It also offers a data analyzer that can help users analyze their data through a simple conversation. Additionally, the website offers AI in spreadsheets, which can help users automate boring tasks. The website is trusted by Fortune 500, government, and small and medium-sized businesses.

Akkio is an AI data platform designed specifically for agencies and their clients. It offers a range of features to help agencies improve performance, including data preparation, predictive analytics, and reporting. Akkio is easy to use, with a drag-and-drop interface and no coding required. It also integrates with a variety of data sources, making it easy to get started.

Cogniroot is an AI-powered platform that helps businesses automate their data annotation and data labeling processes. It provides a suite of tools and services that make it easy for businesses to train their machine learning models with high-quality data. Cogniroot's platform is designed to be scalable, efficient, and cost-effective, making it a valuable tool for businesses of all sizes.

Deepsheet is a cloud-based spreadsheet application that uses artificial intelligence to help users analyze and visualize data. It offers a variety of features, including the ability to import data from a variety of sources, create charts and graphs, and perform data analysis. Deepsheet is designed to be easy to use, even for users with no prior experience with spreadsheets.

HappyML is an AI tool designed to assist users in machine learning tasks. It provides a user-friendly interface for running machine learning algorithms without the need for complex coding. With HappyML, users can easily build, train, and deploy machine learning models for various applications. The tool offers a range of features such as data preprocessing, model evaluation, hyperparameter tuning, and model deployment. HappyML simplifies the machine learning process, making it accessible to users with varying levels of expertise.

Outerbase is an AI-powered database platform that allows users to view, query, visualize, and edit their data. It features an AI Copilot, EZQL™, that can answer questions and generate SQL queries, a table editor that makes it easy to work with data, and a variety of plugins and themes to customize the experience. Outerbase integrates with most popular databases, including Postgres, MySQL, BigQuery, and Snowflake.

GetOData is a powerful web scraping API and Chrome extension that offers AI-based data extraction tools for small-scale scraping projects. It allows users to extract large amounts of data without getting blocked by anti-bot mechanisms, such as Captchas, Cloudflare, or Akimai. The API is built by data extraction experts and provides features like choosing the type of output format, setting proxy locations, executing JavaScript, taking screenshots, and more. GetOData offers simplified pricing options for different user needs, from freelancers to businesses, with competitive rates and high success rates.

Accio is a data modeling tool that allows users to define consistent relationships, metrics, and expressions for on-the-fly computations in reports and dashboards across various BI tools. It provides a syntax similar to GraphQL that allows users to define models, relationships, and metrics in a human-readable format. Accio also offers a user-friendly interface that provides data analysts with a holistic view of the relationships between their data models, enabling them to grasp the interconnectedness and dependencies within their data ecosystem. Additionally, Accio utilizes DuckDB as a caching layer to accelerate query performance for BI tools.

Google Colab, short for Google Colaboratory, is a free cloud service that supports Python programming and machine learning. It's a dynamic tool that enables users to write and execute Python code through a web-based interface, providing access to powerful computing resources without the need for local setup. Google Colab is particularly useful for data scientists, researchers, and students who require a convenient and accessible platform for developing and experimenting with machine learning models.

AskYourDatabase is an AI-powered SQL chatbot and generator that allows users to interact with their databases using natural language queries. It offers features such as query generation, data visualization, business intelligence, and works with various databases like PostgreSQL, MySQL, and Oracle. The tool provides high accuracy, self-learning capabilities, fine-grained access control, embeddable widget options, and 24/7 customer support. It is trusted by over 100 companies worldwide and has received positive feedback for its efficiency and insights. AskYourDatabase is suitable for both technical and non-technical users who need to analyze data without complex coding.

Mixpeek is a multimodal processing tool that leverages custom AI models to extract valuable insights from various types of files, including documents, images, audio, and video. It helps users focus on deriving insights rather than spending time on data preparation. The tool offers features such as data integration, real-time processing and indexing, custom AI app development, and seamless scalability. Mixpeek ensures data security and reliability, making it suitable for a wide range of applications.

TextMine is an AI-powered knowledge base that helps businesses analyze, manage, and search thousands of documents. It uses AI to analyze unstructured textual data and document databases, automatically retrieving key terms to help users make informed decisions. TextMine's features include a document vault for storing and managing documents, a categorization system for organizing documents, and a data extraction tool for extracting insights from documents. TextMine can help businesses save time, money, and improve efficiency by automating manual data entry and information retrieval tasks.

StrawPoll.ai is an AI-powered platform that offers tools for creating polls, generating charts, and utilizing machine learning to analyze data. Users can easily create polls tailored to their needs, share them to collect responses, and analyze the data using built-in chart and machine learning tools. The platform also provides a chart maker tool for visualizing existing data and a machine learning tool for building predictive models by identifying patterns in the data. Additionally, users can access guides for assistance and contact support for any queries.

Arcwise is a cloud-based data science platform that provides a comprehensive set of tools for data preparation, exploration, modeling, and deployment. It is designed to make data science accessible to users of all skill levels, from beginners to experts. Arcwise offers a user-friendly interface, drag-and-drop functionality, and a wide range of pre-built templates and algorithms. This makes it easy for users to get started with data science and quickly build and deploy machine learning models.

SearchGPT is an AI tool that offers a Spreadsheet Generator feature. Users can enter a prompt and generate a spreadsheet based on the given instructions. The tool can handle complicated spreadsheets, although they may take some time to generate. SearchGPT is designed to assist users in creating spreadsheets efficiently and accurately.

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 and run AI-enabled tasks using natural language. With Luminal, users can visualize data, ask complex questions, and clean and format spreadsheets effortlessly. The application supports multiple languages, provides secure data hosting with encryption, and offers simple pricing that scales with user needs.

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 and run AI-enabled tasks using natural language. With Luminal, users can visualize data, ask complex questions, and clean and format spreadsheets effortlessly. The application supports multiple languages, provides secure data hosting with encryption, and offers simple pricing that scales with user needs.

TubeBuddy is an AI-powered YouTube channel growth tool designed to assist creators in optimizing their videos, thumbnails, titles, and tags. It offers a suite of AI, SEO, bulk processing, and workflow tools to support creators at every stage of their journey. With features like Thumbnail Analyzer, A/B Testing, and Keyword Explorer, TubeBuddy helps creators increase views, subscribers, and engagement on their channels. The platform also provides community management tools, data analytics, and tutorials to help creators succeed on YouTube.

Loud Fame is a subscription-based agency offering different packages such as Explorer and Pro at varying prices. The platform is powered by Lemon Squeezy, providing users with tools and resources to enhance their online presence and reach a wider audience.

BlockSurvey is an AI-driven survey platform that enables users to create, analyze, and manage surveys with a focus on data privacy and ownership. The platform offers end-to-end encryption, AI survey creation and analysis features, anonymous surveys, token-gated forms, and white-label customization. BlockSurvey empowers users to collect actionable insights securely, protect their reputation, boost trust and credibility, elevate brand status, and engage respondents with immersive survey experiences. With a strong emphasis on privacy and user control, BlockSurvey is designed for Web3 companies and individuals seeking data security and integrity in survey solutions.

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

Aitodata.com is an AI-powered data analysis tool designed to help users analyze and visualize data efficiently. The platform offers a user-friendly interface that allows users to upload datasets, perform various data analysis tasks, and generate insightful visualizations. With advanced AI algorithms, aitodata.com simplifies the data analysis process and provides valuable insights to users across different industries. Whether you are a data scientist, business analyst, or student, aitodata.com can assist you in making data-driven decisions and uncovering hidden patterns in your data.

Shimoku is an AI tool that empowers professionals and teams to leverage the potential of AI in various industries. It enables Marketing & Sales teams to identify sales opportunities, helps Python developers build AI applications with 'Low-Code', and assists startup Founders in launching AI SaaS products with expert guidance. Shimoku offers a range of AI solutions and use cases to help businesses uncover growth opportunities and enhance their value proposition.

WiseData is an AI Assistant for Python Data Analytics designed to help Data Analysts and Data Scientists be 2X more productive. It offers features like data transformation with natural language, data visualization with natural language, and data transformation with SQL. WiseData ensures privacy by not sending analyzed data to its server and protects transmitted prompts and suggestions through encryption. It is a valuable tool for simplifying complex data analytics tasks and enhancing productivity.

GetOData is a powerful web scraping API and Chrome extension that offers AI-based data extraction tools for small-scale scraping projects. It allows users to extract large amounts of data without getting blocked by anti-bot mechanisms, such as Captchas, Cloudflare, or Akimai. The API is built by data extraction experts and provides features like choosing the type of output format, setting proxy locations, executing JavaScript, taking screenshots, and more. GetOData offers simplified pricing options for different user needs, from freelancers to businesses, with competitive rates and high success rates.

ThirdAI is a production-ready AI platform designed for enterprise use, offering a comprehensive solution for building AI applications without the need for extensive proof of concept cycles or manual fine-tuning. The platform provides enterprise-grade security, scalability, and performance from day one, enabling business leaders to quickly address critical needs. With features like Enterprise SSO, LLM Guardrails, built-in models, no-code interface, and turnkey deployment, ThirdAI empowers users to create and deploy AI applications efficiently. The platform also allows for customization and regular updates without the need for AI expertise, making it accessible to non-specialists.

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 growth, and leverages technology and innovation, including ML and AI. Susterra offers solutions like TerraScore, TerraVision, TerraView, and Impact IQ, enabling sophisticated evaluation of public benefit programs across various sectors. The platform also specializes in data visualization tools and is powered by Google Cloud.

Vouchery.io is an all-in-one promotional engine designed to help businesses orchestrate and deliver the right incentives at every stage of the customer lifecycle. It offers features such as Coupons & Discounts, Loyalty Program, Gift Cards & Vouchers, and Referral Program. The platform is AI-powered, providing contextual, predictive marketing promotions and special offers to drive customer engagement. Vouchery enables users to create, redeem, and synchronize all promotions, analyze data, maximize promo ROI, manage and collaborate on multiple budgets, and detect coupon abuse. It also allows for personalization through a flexible rule engine and automatic distribution of coupon codes. Trusted by leading brands across various industries, Vouchery aims to help businesses scale their promotional infrastructure and prevent fraud through machine learning technology.

Flyx Labs is an AI tool that offers AI-powered lead generation and an AI colleague to assist in building technical reports. The platform aims to provide AI solutions for everyone, including investors, by leveraging cutting-edge technology. With a focus on innovation and efficiency, Flyx Labs is set to revolutionize the way businesses approach lead generation and report creation.

Socialvar Ltd is a leading marketing platform offering a full-stack social media solution, email and SMS marketing, and WhatsApp automation. It helps businesses drive sales and reach more customers by automating marketing tasks such as scheduling social media posts, email campaigns, and SMS broadcasts. The platform is user-friendly, offers flexible pricing plans, and provides real-time analytics to enhance marketing strategies. With features like bulk email sending, list segmentation, and chatbot automation, Socialvar simplifies digital marketing for businesses of all sizes.

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.

ChatCSV is a personal data analyst tool that allows users to upload CSV files and ask questions in natural language. It generates common questions about the data, visualizes answers with charts, and maintains a chat history for easy reference. It is useful for industries like retail, finance, banking, marketing, and advertising to understand trends, customer behavior, and more.

Lime is an AI-powered data research assistant that helps users with data research tasks. It offers a user-friendly interface and advanced AI algorithms to streamline the data research process. Lime is designed to assist individuals and businesses in extracting valuable insights from data, making informed decisions, and improving overall productivity.

AI SEO Page is an AI-powered platform that focuses on the intersection of artificial intelligence (AI) and Search Engine Optimization (SEO). The website provides strategies, insights, and tools for leveraging AI in SEO, content creation, link building, content strategy, analytics, user experience, and more. It offers guidance on technical and semantic SEO, local SEO, and the latest trends in AI and SEO. Additionally, the platform explores the application of AI in various digital marketing aspects, such as image transformation, object removal from photos, video translation, stock market analysis, and question generation.

Sommify is an AI sommelier application designed to help companies sell wine by providing memorable experiences to customers. The application addresses common issues in the wine industry, such as customers' preferences, lack of information, and hesitation to ask questions. Sommify leverages AI technology to automate wine pairing, generate data for optimization, and assist customers in finding the right wine. The application is trusted by industry leaders, backed by investors, and has shown significant improvements in conversion rates and customer satisfaction.

Airwiz is an AI data analyst tool designed to revolutionize data analysis experiences for Airtable users. It offers intuitive AI data analysis without the need for complex setups or coding skills. With Airwiz, users can unlock Python-level data insights by simply asking questions. The tool provides instant, actionable results, empowering professionals to extract crucial insights effortlessly. Airwiz seamlessly integrates with Airtable, making data analysis tasks a breeze for users across various roles.

wyd.ai is an AI tool designed to assist users in various tasks by leveraging artificial intelligence technology. The application requires JavaScript to be enabled to function properly. It aims to provide a seamless user experience by offering features such as personalized recommendations, automated responses, and data analysis. wyd.ai is a versatile tool that can be used for communication, organization, and productivity enhancement. With a focus on user convenience, the application simplifies interactions through both phone numbers and email addresses. By utilizing AI capabilities, wyd.ai aims to streamline daily activities and improve efficiency.

Gatherly Virtual Events is a platform that offers full-service virtual events for various occasions such as trade shows, career fairs, webinars, conferences, product launches, holidays, bootcamps, and more. It allows hosting up to 10,000 guests in an immersive digital venue, providing a white glove service from planning to execution, built for engagement to replicate in-person interactions, post-event analytics for insights, and personalized hospitality and service to create extraordinary events.

Coqui is a website that is shutting down and expresses gratitude for the support received. The site allows users to play with sound and collects personal information for visitor statistics and browsing behavior. It offers resources, terms & conditions, privacy policy, support, and community engagement. Coqui is based in Berlin and was created with love.

Google DeepMind is an AI tool developed by Google that focuses on building AI responsibly to benefit humanity. It offers a range of AI models and systems, such as Gemini, Project Astra, Imagen, Veo, and SynthID, to address various challenges in scientific and engineering fields. The platform also emphasizes education, career opportunities, and responsible AI development. Google DeepMind aims to shape the future by leveraging AI technology for positive impact and transformation across different industries.

Rationale is a cutting-edge AI tool that leverages the power of the latest GPT technology and in-context learning to assist users in making informed decisions. By harnessing the capabilities of artificial intelligence, Rationale provides valuable insights and recommendations to enhance decision-making processes across various domains.

CrawlQ AI is an advanced AI application that helps businesses transform by providing insights, generating content, and assisting in market strategies. It leverages cutting-edge technology like Generative AI to understand audience desires, predict trends, and craft messages that resonate. With features like two-way retrieval augmented generation, big data insights, and persona-based campaigns, CrawlQ AI offers a comprehensive solution for businesses looking to scale and engage effectively.

ValueProp.Dev is an AI-powered tool that helps businesses create Value Proposition Canvases by analyzing company descriptions. The tool generates detailed Value Proposition Canvases based on customer jobs, pains, gains, products, and services. It simplifies the process of identifying and designing value propositions that resonate with target customers, ultimately aiding businesses in improving their offerings and making strategic decisions.

AI Perfect Assistant is an AI tool designed to assist users in various tasks such as generating PowerPoint slides, replying to messages in Outlook & Teams, and crafting documents in Microsoft Word. It offers over 40 AI tools to automate mundane business tasks, improve productivity, and enhance the quality of written content. The tool integrates seamlessly with Microsoft Office applications and messaging platforms to provide quick and efficient AI-powered solutions.

functime is a time-series machine learning tool designed to perform forecasting at scale. It provides a comprehensive set of functions and resources to assist users in analyzing and evaluating time-series data. With features like scoring, ranking, and plotting functions, functime aims to simplify the process of forecasting and make it accessible to users of all levels of expertise. The tool also offers an API reference for developers looking to integrate time-series forecasting capabilities into their applications.

The website offers an AI tool called KnowledgeBot that helps businesses save time by providing expert-level responses to repetitive questions. It uses AI to quote directly from experts and content, auto-escalates to experts when unsure, and learns reusable information from replies. KnowledgeBot can resolve help requests, find collateral quickly, discover popular queries, and absorb informal chats to capture insights. It aims to streamline sales enablement, customer support, and knowledge management processes, ultimately saving time and improving efficiency for businesses.

GPT-4 Consulting is an AI tool that provides business advice and software consultation services. Users can book consultations to get advice on leveraging AI for their products or businesses. The tool generates personalized advice based on the information provided by the user.

Trends Critical is an AI Text Generation SaaS application that leverages AI to provide faster and better outcomes by discovering the latest niche trends and making them doable for individuals and businesses. The platform offers growth-hacking capabilities with multiple cross-industry insights, real-life hype trends, and mental models. With support for over 50 languages, Trends Critical unlocks hidden trends, mental models, and AI & Doc templates for users to enhance their lifestyle and workflow. The application is used by 300+ global users and is currently testing partnerships worldwide to back the hype trends.

WiseData is an AI Assistant for Python Data Analytics designed to help Data Analysts and Data Scientists be 2X more productive. It offers features like data transformation with natural language, data visualization with natural language, and data transformation with SQL. WiseData ensures privacy by not sending analyzed data to its server and protects transmitted prompts and suggestions through encryption. It is a valuable tool for simplifying complex data analytics tasks and enhancing productivity.

Slideworks is a website that offers strategy templates created by ex-McKinsey consultants. The platform provides high-end PowerPoint templates and toolkits for business strategy, market analysis, consulting proposals, and more. Users can access templates designed by top-tier consultants to create world-class strategy presentations, complete with proven frameworks, slide layouts, figures, and graphs. Slideworks aims to streamline the process of creating professional presentations by offering customizable templates that can be easily tailored to suit individual needs and company branding.

Isomeric is an AI tool that uses artificial intelligence to semantically understand unstructured text and extract specific data. It helps transform messy text into machine-readable JSON, making it easier to gather insights, process data, and deliver results. From web scraping to browser extensions to general information extraction, Isomeric enables users to scale their data gathering pipeline efficiently. The tool is designed to cater to various industries such as customer support, data platforms, legal services, and more, providing structured output from unstructured text.

ThirdAI is a production-ready AI platform designed for enterprise use, offering a comprehensive solution for building AI applications without the need for extensive proof of concept cycles or manual fine-tuning. The platform provides enterprise-grade security, scalability, and performance from day one, enabling business leaders to quickly address critical needs. With features like Enterprise SSO, LLM Guardrails, built-in models, no-code interface, and turnkey deployment, ThirdAI empowers users to create and deploy AI applications efficiently. The platform also allows for customization and regular updates without the need for AI expertise, making it accessible to non-specialists.

Kupiks is an automated email parsing tool designed to simplify data entry processes by extracting key information from emails such as customer inquiries, leads, invoices, and more. By automating the data entry process, Kupiks helps save valuable time and minimize errors for businesses. The tool provides a seamless solution for customer support, order management, and expense management, streamlining workflows and improving efficiency.

Flyx Labs is an AI tool that offers AI-powered lead generation and an AI colleague to assist in building technical reports. The platform aims to provide AI solutions for everyone, including investors, by leveraging cutting-edge technology. With a focus on innovation and efficiency, Flyx Labs is set to revolutionize the way businesses approach lead generation and report creation.

AdIntelli is an AI tool that helps users earn revenue from their AI Agent through in-chat ads. By leveraging advanced AI-driven monetization technology, AdIntelli maximizes the value of ad impressions across global networks, making it a prime channel for promoting AI applications. The platform seamlessly integrates ads into AI conversations, personalizing user experiences and increasing engagement. With a user-friendly interface and no-code integration, AdIntelli offers a quick and efficient way to monetize AI Agents.

Plus AI is an advanced presentation maker tool that leverages artificial intelligence to supercharge your slides. It offers features like prompt to presentation, document to presentation, AI in any language, edit slides with AI, and various resources. Plus AI allows users to create beautiful slides in minutes, generate AI presentations, and edit slides with AI for Google Slides and PowerPoint. It provides custom templates, AI-powered automations, and works seamlessly within Google Slides and PowerPoint. Plus AI is designed to save time on presentations and offers high-quality, custom branded presentations for enterprise users.

ChatCSV is a personal data analyst tool that allows users to upload CSV files and ask questions in natural language. It generates common questions about the data, visualizes answers with charts, and maintains a chat history for easy reference. It is useful for industries like retail, finance, banking, marketing, and advertising to understand trends, customer behavior, and more.

Rawbot is an AI model comparison tool that simplifies the process of selecting the best artificial intelligence (AI) models for various projects and applications. It allows users to compare AI models side-by-side, understand their strengths and weaknesses, and make informed decisions based on performance metrics. Rawbot supports a wide range of popular AI models and helps users optimize performance, identify customization opportunities, analyze cost and efficiency, and make educated decisions for successful outcomes in research, development, and business applications.

Lime is an AI-powered data research assistant that helps users with data research tasks. It offers a user-friendly interface and advanced AI algorithms to streamline the data research process. Lime is designed to assist individuals and businesses in extracting valuable insights from data, making informed decisions, and improving overall productivity.

Hell's Pitching is an AI-powered assistant designed to help entrepreneurs refine their startup ideas by providing brutally honest feedback and insightful questions. It offers a unique approach to challenging and guiding founders in building better startups. The tool allows users to pitch their startup ideas and receive side-splittingly funny roasts that lead to innovative insights and 'aha' moments. With a focus on no-nonsense critiques and humor, Hell's Pitching aims to transform startup ideas through wisdom and honest feedback.

Business Automated is an independent automation consultancy that offers custom automation solutions for businesses. The website provides various products and services related to automation, including GPT Gmail extension, creating automated content blogs, saving files from Telegram to Google Drive, accessing websites with GPT API, building Chat GPT in Airtable, multi-project management Airtable base, sales CRM with GPT4, and Airtable formulas with ChatGPT. Users can subscribe to receive email updates from Business Automated.

The AI Lean Canvas Generator is an AI-powered tool designed to help businesses create Lean Canvases quickly and efficiently. It uses artificial intelligence to generate Lean Canvases based on company descriptions, providing a strategic management and entrepreneurial tool to validate business models. The tool simplifies the process of summarizing key aspects of a business model, such as target market, value proposition, revenue streams, cost structure, and key metrics. Developed by Ash Maurya, the Lean Canvas is aligned with the Lean Startup methodology, promoting rapid experimentation and iterative development to reduce risk and uncertainty in the early stages of a business. The tool is flexible, allowing easy adaptation and updates as the business model evolves over time. It is a valuable resource for entrepreneurs and businesses looking to build successful ventures.

Co-Founder Ai is an AI-powered validation tool that helps entrepreneurs and startup founders generate well-structured business plans and actionable insights for their business ideas in minutes. The tool aims to save time and boost confidence by providing comprehensive reports. Users can access free and pro reports, choose from multiple language options, and keep their ideas private by signing in or creating an account. Co-Founder Ai is designed to support startup validation and decision-making processes efficiently.

Lennybot is a GPT-4 Chatbot designed to assist users with information from Lenny's Newsletter, Podcast, and other online sources related to product, growth, and career topics. Users can ask questions or seek advice on various subjects, such as product market fit, writing a PRD, improving strategy, enhancing conversion rates, and mastering influence. The bot aims to provide valuable insights and guidance based on the knowledge it has been trained on.