Machine Learning Labeling Software

Label Studio is an open‑source platform for labeling images, audio, text, video, time‑series, and PDFs. It offers customizable interfaces, pre‑labeling with ML, multi‑project support, API/SDK integration, and quality gates that ensure consistent annotations, with export to CSV or databases.

Teachable Machine lets users build TensorFlow.js image, audio, or pose classifiers through a browser interface without coding. Collect, label, and train data in‑browser, evaluate accuracy, then export models to web, Node.js, Coral, or Arduino for rapid prototyping and educational projects.

Data Services by Clickworker provides a crowdsourced platform for data collection, validation, labeling, and categorization, assigning microtasks to a global workforce. It delivers scalable, ISO 27001‑compliant results and transparent workflow tracking for AI training and market research.

Encord is a data development platform that streamlines data curation, labeling, and model evaluation for AI teams. It supports computer vision and multimodal tasks with advanced user management, customizable workflows, and comprehensive quality metrics.

FiftyOne is a visual AI platform that centralizes data curation, annotation, and model evaluation across images, video, point clouds, and metadata. It offers interactive slicing, automatic labeling with confidence scoring, role‑based access, versioning, and open‑source integration.

Liner.ai is a cross‑platform no‑code ML app that trains models locally in minutes on images, text, audio, or video. It auto‑selects algorithms, offers ready‑to‑use templates, and exports models for web, mobile, or edge deployment.

LM Studio runs open‑source large language models locally on Mac (M‑series), Windows, and Linux, enabling private, offline inference. It offers command‑line and headless deployment, server‑side API, SDKs, a model hub, and LM Link for remote model access.

People for AI offers dedicated in‑house labeling teams for diverse machine‑learning datasets, ensuring consistent quality, data security, and GDPR‑aligned handling. They support all annotation tools, from small proofs of concept to large production volumes, with continuous monitoring and re‑annotati

ezML is a cloud AI platform revolutionizing computer vision with zero-shot learning and text-to-model capabilities. It enables users to easily create custom pipelines for tasks like object detection and image-to-text conversion, featuring simple deployment and scalability for various business appli

GradeLab automates the grading of handwritten exams using OCR technology, providing accurate digital assessments. It offers real-time student progress tracking, personalized feedback, and customizable rubrics, enhancing efficiency and instructional focus for educators across various subjects.

isahit provides human-centered data labeling and processing for computer vision, NLP, and speech, offering collaborative workspaces, secure API, customizable annotator training, quality control, and AI-assisted workflows (active learning, RLHF, RAG) to prepare data for model training.

BasicAI is an end‑to‑end data annotation platform for image, video, audio, LiDAR, and text, offering AI‑powered labeling, collaborative workflows, real‑time QA, and private deployment, used by ML engineers in autonomous driving, robotics, and logistics.

Roboflow streamlines computer‑vision projects by offering a low‑code pipeline for data annotation, GPU‑accelerated training, and multi‑environment deployment. It integrates with PyTorch, TensorFlow, Hugging Face, major clouds, and meets SOC2 Type 2 and HIPAA security.

Autodraw is an AI tool for quick drawing using machine learning, with a how-to section and shortcuts.

Supermachin is an affordable AI tool that generates unique images using cutting-edge technology in just 12 seconds on average.

Datature unifies data labeling, model training, and deployment in one workflow. AI‑assisted annotation cuts labeling time up to tenfold. It supports classification, detection, segmentation, keypoint tasks, offers drag‑and‑drop training, hyperparameter tuning, visual evaluation, and edge/cloud deploy

UBIAI fine‑tunes LLMs with classifiers, retrievers, and reasoning. It automates PDF/DOCX labeling, synthetic data, and quality filtering; offers 15‑minute prompt‑level tuning or 2‑4 hour weight training; exports to GGUF, safetensors, or Hugging Face for API or custom deployment.

DALL·2 is an AI system that generates realistic images and art based on natural language descriptions, allowing users to edit and create variations. Safety measures are in place to prevent harmful content.

ModelsLab offers API‑based generative AI for image, video, audio, and language tasks, including editing, generation, and voice synthesis. It supports GPU server deployment, custom workflows, fine‑tuning, and LoRA adaptation for creators and developers.

Appen delivers human‑validated datasets across six domains—alignment, agentic AI, speech/audio, multimodal, physical, and model integrity—using automation and a global workforce of 1 million+ contributors. SOC 2/ISO 27001 certified, it supports large‑scale AI training and independent evaluation.

Ultralytics offers a platform for developing and deploying visual AI solutions across industries, utilizing YOLO for advanced data analysis and object detection. Its user-friendly interface aids in efficient training and deployment of machine learning models.

Learn AI, ML, and data science through free tutorials, live coding playgrounds, and 100+ hands‑on projects. The curriculum covers core machine learning, regression, and deep learning, with specialized projects and a 3,958‑question quiz to reinforce knowledge.

Apx Machine Learning is a platform for creating and deploying machine learning models, featuring AutoML for automating model processes and free courses on key data science topics. It also plans to introduce LangML for custom language model deployment.

Blackbox AI is an AI-powered tool for developers that searches and autocompletes code snippets across multiple programming languages and repositories, extracts code from videos and PDFs, and converts queries into code.

T-Rex Label is an intelligent annotation tool that streamlines complex scene annotations across industries like agriculture, logistics, and healthcare, offering quick, accurate labeling through zero-shot detection, enhancing workflow efficiency and data management.

ML Clever is a no-code machine learning platform that enables users to build and deploy models effortlessly. Its AutoML capabilities, interactive dashboard, and support for custom pipelines facilitate data exploration and real-time predictions without technical expertise.

DeepAI offers browser‑based AI tools for text‑to‑image, photo editing, background removal, super‑resolution, and video/musical generation, plus APIs for integration. It prioritizes user ownership, privacy, fast processing, and supports conservation research via object detection and habitat mapping.

The AI Lab provides an advanced tool with image and facial enhancements features such as photo colorization, object and background removal, cartoon creation, retouching portraits, adjusting facial expressions, and API and platform for developers.

Kluster.ai provides real-time code review and verification in IDEs, offering instant feedback on AI-generated code. It detects vulnerabilities, logic errors, and performance issues, enhancing compliance and reducing manual review time for development teams.

Coursebox is an AI course creator tool that generates draft course structure and content in seconds, offers a drag-and-drop builder, and features such as quizzes and videos to make e-learning interactive and engaging.

Img2Prompt is an AI tool that generates text prompts from images and provides a public API for image captioning and prompt-based image generation. It can run on personal hardware or cloud platforms.

Markup Annotation Tool converts unstructured data into structured datasets, streamlining the annotation process for NLP and ML applications. Powered by GPT-4, it enhances accuracy and efficiency, supporting rapid training dataset creation for improved model performance.

Universal AI Super Intelligence by MatterAI enhances coding efficiency with AI-driven code reviews, automated quality monitoring, and context-aware interactions. It integrates with GitHub and GitLab and ensures data security through encrypted storage and compliance with regulations.

TeacherMatic is an AI platform that automatically generates lesson plans, quizzes, feedback, policy documents, and more, supporting teachers, administrators, and HR. It streamlines routine tasks for K‑12, higher education, and language instruction while maintaining curriculum alignment and ethical s

Scale AI delivers a full‑stack generative‑AI platform that integrates enterprise data, supports fine‑tuning, RLHF, and model safety evaluation, and enables secure AI agent deployment with compliance‑certified cloud infrastructure for regulated and government use.

Labnote consolidates research data, documentation, and collaboration tools, offering an AI assistant that maximizes data utility, automates regulatory reports, and recommends protocols, improving workflow efficiency for researchers and CROs.

Mindsmith is an AI-powered tool that simplifies instructional processes by generating high-quality on-demand learning content, providing a user-friendly platform for creating and sharing course materials and training.

Traycer is an AI coding assistant that enhances software development efficiency by enabling spec-driven planning, managing multiple tasks simultaneously, and verifying code changes against existing code to ensure quality in large codebases.

LaborAI produces text, images, code, chat replies, transcripts, and AI voiceovers in 35+ languages. Users build custom templates for marketing assets, view analytics, and integrate via email, CMS, and social tools.

Lightfield.app is an AI-native CRM that auto-captures all customer interactions and builds continuous account context. It generates pipelines, drafts outreach, and scores accounts to reduce manual data entry and prioritize sales actions.

Pioneer automates retraining and deployment of open-source models, using live inference data for fine-tuning and one-shot adaptation. It manages adaptive inference, routing, RAG pipelines, agent workflows, synthetic data generation, monitoring, and automated checkpoint promotion.

neural.love is an online AI studio offering free text‑to‑image creation, image‑to‑video conversion, photo and video upscaling, background removal, style transfer, audio enhancement, batch processing, colorization, and image summarizer with privacy‑protected uploads.

Vmake automates UGC and viral video cloning, producing product, fitness, and real‑estate clips with AI editing tools—watermark removal, background swap, noise suppression, upscaling. It auto‑generates captions, hooks, thumbnails, supports batch processing, and offers a teleprompter for polished deli

AI Tools Directory offers a searchable catalog of 5,000+ AI tools organized by category and rating. Users can filter by application, bookmark selections, and access documentation or example projects, with regular updates to keep listings current.

Maxim is an AI evaluation observability platform that aids teams in optimizing product quality through systematic testing, prompt management, dataset curation, and real-time monitoring, all while ensuring secure collaboration and efficient development workflows.

YesChat.ai unifies chat, music, video, and image generation in a browser platform, offering DeepSeek‑R1, GPT‑4o, and Claude 3.5 Sonnet for conversation, royalty‑free music from text, text‑to‑video, and image creation. It supports languages and customizable bots for research and marketing.

commandcode.ai is a developer-centric CLI tool for interacting with multiple large language models, managing sessions with sliding-window memory, and automating long-running AI workflows. It supports model switching, vision tasks, background shell operations, and persisted, resumeable sessions for r

Maestro is an AI agent command center that orchestrates autonomous coding agents across desktop, CLI, and mobile, supporting multi-agent workflows, scheduling, Git-aware editing, remote control, real-time monitoring, and JSON/log outputs for automation.

Scanflow AI delivers AI‑powered visual inspection and asset identification for manufacturing and logistics. It detects defects in real time, scans DOT codes, VINs, and handwritten text, and offers edge or cloud analytics for quality control, inventory visibility, and faster throughput.

Brain Pod AI's Image Generator is an AI tool that creates unique images using machine learning algorithms.