[ Kili Reviews ](https://www.g2.com/products/kili/reviews) [ Kili Reviews ](https://www.g2.com/products/kili/reviews) # Kili Features ##### ## Model Development (7) Language Support Supports programming languages such as Java, C, or Python. Supports front-end languages such as HTML, CSS, and JavaScript Drag and Drop Offers the ability for developers to drag and drop pieces of code or algorithms when building models Pre-Built Algorithms Provides users with pre-built algorithms for simpler model development Model Training Supplies large data sets for training individual models Database Support Supports common databases such as MySQL and Oracle Multi-Language Manage and support multiple languages Feature Engineering Transforms raw data into features that better represent the underlying problem to the predictive models Show More ##### ## Machine/Deep Learning Services (6) Computer Vision Offers image recognition services Natural Language Processing Offers natural language processing services Natural Language Generation Offers natural language generation services Artificial Neural Networks Offers artificial neural networks for users Natural Language Understanding Offers natural language understanding services Deep Learning Provides deep learning capabilities Show More ##### ## Deployment (14) Managed Service Manages the intelligent application for the user, reducing the need of infrastructure Application Allows users to insert machine learning into operating applications Scalability Provides easily scaled machine learning applications and infrastructure Language Flexibility Allows users to input models built in a variety of languages. Framework Flexibility Allows users to choose the framework or workbench of their preference. Versioning Records versioning as models are iterated upon. Ease of Deployment Provides a way to quickly and efficiently deploy machine learning models. Scalability Offers a way to scale the use of machine learning models across an enterprise. Language Flexibility Allows users to input models built in a variety of languages. Framework Flexibility Allows users to choose the framework or workbench of their preference. Versioning Records versioning as models are iterated upon. Ease of Deployment Provides a way to quickly and efficiently deploy machine learning models. Scalability Offers a way to scale the use of machine learning models across an enterprise. Integrations Can integrate well with other software. Show More ##### ## Management (7) Cataloging Records and organizes all machine learning models that have been deployed across the business. Monitoring Tracks the performance and accuracy of machine learning models. Governing Provisions users based on authorization to both deploy and iterate upon machine learning models. Model Registry Allows users to manage model artifacts and tracks which models are deployed in production. Cataloging Records and organizes all machine learning models that have been deployed across the business. Monitoring Tracks the performance and accuracy of machine learning models. Governing Provisions users based on authorization to both deploy and iterate upon machine learning models. Show More ##### ## System (2) Data Ingestion & Wrangling Gives user ability to import a variety of data sources for immediate use Real-Time Data Receive data and information in real time Show More ##### ## Quality (4) Labeler Quality Gives user a metric to determine the quality of data labelers, based on consistency scores, domain knowledge, dynamic ground truth, and more. Task Quality Ensures that labeling tasks are accurate through consensus, review, anomaly detection, and more. Data Quality Ensures the data is of a high quality as compared to benchmark. Human-in-the-Loop Gives user the ability to review and edit labels. Show More ##### ## Automation (2) Machine Learning Pre-Labeling Uses models to predict the correct label for a given input (image, video, audio, text, etc.). Automatic Routing of Labeling Automatically route input to the optimal labeler or labeling service based on predicted speed and cost. Show More ##### ## Image Annotation (4) Image Segmentation Has the ability to place imaginary boxes or polygons around objects or pixels in an image. Object Detection has the ability to detect objects within images. Object Tracking Track unique object IDs across multiple video frames Data Types Supports a range of different types of images (satelite, thermal cameras, etc.) Show More ##### ## Natural Language Annotation (3) Named Entity Recognition Gives user the ability to extract entities from text (such as locations and names). Sentiment Detection Gives user the ability to tag text based on its sentiment. OCR Gives user the ability to label and verify text data in an image. Show More ##### ## Speech Annotation (2) Transcription Allows the user to transcribe audio. Emotion Recognition Gives user the ability to label emotions in recorded audio. Show More ##### ## Operations (3) Metrics Control model usage and performance in production Infrastructure management Deploy mission-critical ML applications where and when you need them Collaboration Easily compare experiments—code, hyperparameters, metrics, predictions, dependencies, system metrics, and more—to understand differences in model performance. Show More ##### ## Recognition Type (10) Emotion Detection Provides the ability to recognize and detect emotions. Object Detection Provides the ability to recognize various types of objects in various scenarios and settings. Text Detection Provides the ability to recognize texts. Motion Analysis Processes video, or image sequences, to track objects or individuals. Scene Reconstruction Given images of a scene, or a video, scene reconstruction computes a 3D model of a scene. Logo Detection Allows users to detect logos in images. Explicit Content Detection Detects inappropriate material in images. Video Detection Provides the ability to detect objects, humans, etc. in video footage. Multiple Data Sources Allows users to manage data from a number of sources Analytics Tools for the systematic analysis of various types of data or statistics Show More ##### ## Facial Recognition (2) Facial Analysis Allow users to analyze face attributes, such as whether or not the face is smiling or the eyes are open. Face Comparison Give users the ability to compare different faces to one another. Show More ##### ## Labeling (4) Model Training Allows users to train model and provide feedback regarding the model's outputs. Bounding Boxes Allows users to select given items in an image for the purposes of image recognition. Custom Image Detection Provides the ability to build custom image detection models. Reverse Image Search Search for information using an image instead of text-based queries Show More ##### ## Generative AI (6) AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. AI Text-to-Image Provides the ability to generate images from a text prompt. Generative AI Use AI to generate content in the form of text, images, videos, etc. Show More ##### ## Integration - Machine Learning (2) Integration Supports integration with multiple data sources for seamless data input. Third-Party Integrations Set up connections to third-party platforms to improve business processes Show More ##### ## Learning - Machine Learning (3) Training Data Enhances output accuracy and speed through efficient ingestion and processing of training data. Actionable Insights Generates actionable insights by applying learned patterns to key issues. Algorithm Continuously improves and adapts to new data using specified algorithms. Show More ##### ## Agentic AI - Data Science and Machine Learning Platforms (8) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Third-Party Integrations Set up connections to third-party platforms to improve business processes Show More ##### ## Additional Functionality (101) Image Classification Identifies and categorizes objects, patterns, or specific features within an image Image Segmentation Divides an image into multiple regions or objects to enable more precise analysis Generative AI Use AI to generate content in the form of text, images, videos, etc. Optical Character Recognition Ability to recognize printed or written text within digital images or scanned documents Barcode Recognition The ability to identify a barcode on or within an image or packaging Catalog Management Create and manage digital catalog of products/services with their details, specifications, and price Workflow Management Create, design and manage workflows for repetitive tasks Natural Language Processing Process and analyze human language in text or audio form Data Management Ability to handle large datasets Video Search Crawling the Web or a database for video content Text Extraction Process digital photos and/or scans of various document types and extract text from images (JPG, BMP, TIFF, GIF) Content Import/Export Import or export content Facial Recognition Identify and analyze unique facial features in images or videos API Application programming interface that allows for integration with other systems/databases Product Search The ability to discover a specific item the customer is looking to purchase Product Recommendations Product suggestions provided to users based on past behavior and relevant data, such as browsing and purchasing history Automated Image & Video Editing Generative AI models can be used for image and video editing tasks that can automatically enhance images, remove noise or change styles Dashboard Assembly of graphs and charts for visualizing and tracking statistics/metrics AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Image Query A request to search on an image that the user inputs Pose Estimation Detects the positions and orientations of human body parts or objects within an image or video Image Tagging adding a text label to an image Annotations Highlight content and/or make notations about parts of content Intellectual Property Protection The process of discovering content on the web that is same or similar to logos, trademarks or other proprietary content Photo Capture Capture photos for any type of use case AI/Machine Learning Software program that continuously adjusts its behavior based on observed data Mobile App Access the system via a mobile application Data Retrieval Search and find data in a structured format Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Image Recognition Ability of software to identify an image among other data Customer Activity Tracking A report showing what actions customers perform Customizable Reports Alter the layout and content of reports Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Semantic Search Data Storage Management Manage and store data in a database Ad hoc Reporting Generate one-off reports that meet information requirements Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Predictive Analytics Predict future data based on historical data sets Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Access Controls/Permissions Define levels of authorization for access to specific files or systems Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Data Mapping Track the management and flow of data throughout the organization Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency Statistical Analysis Apply statistical/mathematical models to sets of data Categorization/Grouping Organize and group data or items based on various criteria Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance Data Profiling Examines, analyzes, and organizes data to create relevant summaries or graphs. Linked Data Management Data Visualization Graphical representation of data API Application programming interface that allows for integration with other systems/databases Multiple Data Sources Allows users to manage data from a number of sources Sentiment Analysis Categorize emotions expressed in written text or images and identify if they are positive, negative or neutral Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Data Import/Export Import and export data to and from software applications Data Capture and Transfer Import, collect, and capture data from multiple sources AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Data Connectors Connect to big data sources Ad hoc Analysis Text Mining Transforming unstructured text into a structured format to identify meaningful patterns and new insights Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Predictive Modeling Analyzing historical and current data and generating a model to help predict future outcomes. Real-Time Analytics Analyze and gain insights into data in real-time Configurable Workflow Configure existing workflows to meet your organization's needs Tagging Attach digital tags to documents and assets for identification, search, or monitoring purposes Endpoint Management Track status, assign actions, and control access to systems for devices within the organization No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code Data Preparation Transforming raw data to run it through machine learning algorithms to uncover insights or make predictions. Auditing Examine established processes and records to ensure accuracy, compliance, and policy adherence Big Data Analytics Examine large amounts of data to uncover hidden patterns, correlations, and other insights ML Algorithm Library Share, track, and store machine learning models and data. Data Management Ability to handle large datasets Activity Tracking Track and document all activities across devices, networks, and other systems Data Security Protect sensitive data for digital privacy Workflow Management Create, design and manage workflows for repetitive tasks Predictive Modeling Analyzing historical and current data and generating a model to help predict future outcomes. Configurable Workflow Configure existing workflows to meet your organization's needs Tagging Attach digital tags to documents and assets for identification, search, or monitoring purposes Data Import/Export Import and export data to and from software applications API Application programming interface that allows for integration with other systems/databases Predictive Analytics Predict future data based on historical data sets Data Visualization Graphical representation of data Endpoint Management Track status, assign actions, and control access to systems for devices within the organization Multiple Data Sources Allows users to manage data from a number of sources No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code Data Preparation Transforming raw data to run it through machine learning algorithms to uncover insights or make predictions. Auditing Examine established processes and records to ensure accuracy, compliance, and policy adherence Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Big Data Analytics Examine large amounts of data to uncover hidden patterns, correlations, and other insights ML Algorithm Library Share, track, and store machine learning models and data. Data Management Ability to handle large datasets Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Data Capture and Transfer Import, collect, and capture data from multiple sources Activity Tracking Track and document all activities across devices, networks, and other systems Data Connectors Connect to big data sources Data Security Protect sensitive data for digital privacy Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Workflow Management Create, design and manage workflows for repetitive tasks AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Show More ## Top-Rated Alternatives [ ![SuperAnnotate](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_9a85895001c537f0499ee1e5f9f9cb2d/superannotate.png "SuperAnnotate") SuperAnnotate 4.8/5(381) ](https://www.g2.com/products/superannotate/reviews) [ ![Gemini Enterprise Agent Platform](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Gemini Enterprise Agent Platform") Gemini Enterprise Agent Platform 4.3/5(745) ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) [ ![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya") SAS Viya 4.3/5(817) ](https://www.g2.com/products/sas-sas-viya/reviews) [ View All Alternatives ](https://www.g2.com/products/kili/competitors/alternatives) Kili Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_9a85895001c537f0499ee1e5f9f9cb2d/superannotate.png "Product Avatar Image") SuperAnnotate 4.8/5(381) [ Compare Now ](https://www.g2.com/compare/kili-vs-superannotate) ##### Categories on G2 [ Machine Learning ](https://www.g2.com/categories/machine-learning)[ Data Science and Machine Learning Platforms ](https://www.g2.com/categories/data-science-and-machine-learning-platforms)[ MLOps Platforms ](https://www.g2.com/categories/mlops-platforms) [ Image Recognition ](https://www.g2.com/categories/image-recognition)[ Data Labeling ](https://www.g2.com/categories/data-labeling) Show More ##### Explore More [ Which vendor provides AI-powered video creation templates? ](https://www.g2.com/discussions/which-vendor-provides-ai-powered-video-creation-templates)[ What are the highest rated owned media platforms for solo creators seeking to monetise audiences quickly? ](https://www.g2.com/discussions/what-are-the-highest-rated-owned-media-platforms-for-solo-creators-seeking-to-monetize-audiences-quickly)[ Best media monitoring solution for large companies ](https://www.g2.com/discussions/best-media-monitoring-solution-for-large-companies) [ What application portfolio management tools and options exist for a team just starting to understand the landscape before committing to a platform? ](https://www.g2.com/discussions/what-application-portfolio-management-tools-and-options-exist-for-a-team-just-starting-to-understand-the-landscape-before-committing-to-a-platform)[ Which AI business agent is best for process optimization? ](https://www.g2.com/discussions/which-ai-business-agent-is-best-for-process-optimization)[ Pros and Cons Details ](https://www.g2.com/products/kili/reviews?qs=pros-and-cons) Show More [ Which vendor provides AI-powered video creation templates? ](https://www.g2.com/discussions/which-vendor-provides-ai-powered-video-creation-templates)[ What are the highest rated owned media platforms for solo creators seeking to monetise audiences quickly? ](https://www.g2.com/discussions/what-are-the-highest-rated-owned-media-platforms-for-solo-creators-seeking-to-monetize-audiences-quickly)[ Best media monitoring solution for large companies ](https://www.g2.com/discussions/best-media-monitoring-solution-for-large-companies) [ What application portfolio management tools and options exist for a team just starting to understand the landscape before committing to a platform? ](https://www.g2.com/discussions/what-application-portfolio-management-tools-and-options-exist-for-a-team-just-starting-to-understand-the-landscape-before-committing-to-a-platform)[ Which AI business agent is best for process optimization? ](https://www.g2.com/discussions/which-ai-business-agent-is-best-for-process-optimization)[ Pros and Cons Details ](https://www.g2.com/products/kili/reviews?qs=pros-and-cons)