# Encord Reviews **Vendor:** Encord **Category:** [Active Learning Tools](https://www.g2.com/categories/active-learning-tools) **Average Rating:** 4.8/5.0 **Total Reviews:** 65 ## About Encord Encord is the universal data layer for AI. The platform helps AI teams train and run their models with the right data - managing, curating, annotating, and aligning data across the full AI lifecycle. Encord works with over 300 leading AI teams, including Woven by Toyota, Zipline, AXA, and Flock Safety. Confidentially build production AI with rich multimodal data. Encord is SOC 2, AICPA SOC, HIPAA, and GDPR compliant. ## Encord Pros & Cons **What users like:** - Users value the **responsive customer support** of Encord, enhancing their experience and project success. (5 reviews) - Users value the **annotation efficiency** of Encord, noting its intuitive interface and smooth integration for quick data handling. (3 reviews) - Users value the **intuitive interface and AI features** of Encord, making data annotation efficient and seamless. (3 reviews) - Users appreciate the **efficiency** of Encord, experiencing smooth workflows and quick integration with existing systems. (3 reviews) - Users praise Encord for its **excellent customer support** and intuitive features that streamline data curation and annotation. (3 reviews) - Automation (2 reviews) - Collaboration (2 reviews) - Easy Integrations (2 reviews) - Implementation Ease (2 reviews) - Integrations (2 reviews) **What users dislike:** - Users find **complex automation** challenging, though there is support available to navigate the difficulties. (1 reviews) - Users find it challenging to keep up with **frequent feature updates** , though support is available to assist them. (1 reviews) - Users find it challenging to keep up with **lack of guidance** on new features, despite support from the customer success team. (1 reviews) ## Encord Reviews ### 1. Strong video labeling platform with excellent support **Rating:** 5.0/5.0 stars **Reviewed by:** Angela S. | Machine Learning Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** January 30, 2026 **What do you like best about Encord?** The customer support experience has been great. The team is clearly listening to feedback and actively developing new features based on what customers need. Our customer success manager always comes to meetings prepared with technical examples and walks us through solutions. **What do you dislike about Encord?** It would be helpful to have more functionality for analyzing video clips, in addition to the existing tools for frame-by-frame analysis. That said, this has not hindered our ability to work on the platform and is already on the Encord team's radar. **What problems is Encord solving and how is that benefiting you?** We were using another open-source tool for video annotation and running into performance bottlenecks - slow loading times and limited video annotation capabilities. The S3 integration in Encord means our data pipeline flows seamlessly without manual data transfers or memory management headaches. Native video support eliminates the technical friction we used to deal with. Loading times are better than our previous setup. Furthermore, Encord's Index functionality lets us see our entire dataset in one place, which helps us identify gaps and improvements in our data. Having the ability to deeply analyze our dataset without creating the tool ourselves has saved a lot of time. We're not building and maintaining internal annotation tooling anymore. Our engineers can focus on model development instead of infrastructure. For a team moving fast, that matters. ### 2. Built for fast model development cycles **Rating:** 5.0/5.0 stars **Reviewed by:** Brian E. | Backend Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** January 15, 2026 **What do you like best about Encord?** We build a lot of infrastructure in-house, but made a strategic decision to use best-in-class tools that Encord offers for training data curation and annotation. The S3 integration works really well - we connected our AWS pipeline and now data just flows where it needs to go. Our team can pull up everything in Encord to review and annotate without any problems. The interface is intuitive and AI features like SAM integration saves us a lot of time. The whole workflow from ingestion to export is smooth, which matters when you move fast. When we do hit issues, their support team is quick to respond through Slack. **What do you dislike about Encord?** We haven't run into any major issues with the platform. **What problems is Encord solving and how is that benefiting you?** We needed an annotation platform that could keep up with our model development velocity. Data annotation workflow can't be a bottleneck. Encord became our go-to platform for curating and annotating training data. The AWS integration means video data from our collection systems flows into Encord where it can be annotated and fed back into the pipeline. The UI and AI-assisted features cut down manual labeling time significantly. Bottom line: we can annotate new data and deploy updated models within 24 hours. That speed is critical for our product development timeline, especially for our physical security use cases. ### 3. The Right Partner to Accelerate Regulated AI Development **Rating:** 5.0/5.0 stars **Reviewed by:** Ethan B. | Chief Technology Officer, Small-Business (50 or fewer emp.) **Reviewed Date:** December 30, 2025 **What do you like best about Encord?** Three things stood out when we chose Encord for our medical imaging AI project. First, the hands-on partnership approach. From the start, we had direct access to Encord's leadership team for honest, down-to-earth conversations about our product goals and technical requirements. Second, Encord understood the complexity of our FDA submission pathway. They set up a multi-stage peer review annotation workflow that provides the traceability and quality controls we need for regulatory approval. When we needed specialized medical image segmentation, Encord's team extended training beyond the initial commitment to ensure annotators understood the clinical nuances our domain experts required. Third, the flexibility as a startup partner. When our development timeline shifted, Encord worked with us to adapt the engagement structure to align with our needs and other constraints. **What do you dislike about Encord?** Nothing significant. The platform and partnership have exceeded our expectations. **What problems is Encord solving and how is that benefiting you?** We're building an AI-powered medical imaging tool that requires FDA submission. We needed an annotation platform that could handle complex medical imaging requirements, HIPAA-compliant data handling, and support a rigorous regulatory approval process. Encord solved several critical problems: They built annotation workflows with the multi-stage peer review and traceability required for FDA submission. HIPAA compliance was already built into the platform. Their support team understood the clinical complexity of medical image analysis and adapted training for our specialized use case. The platform gave us confidence that our training data would meet the quality standards regulators expect. The benefit has been clear: Encord helped us expedite our development timeline without sacrificing annotation quality. As a startup racing toward FDA submission, having the right data infrastructure partner has been essential for us. ### 4. Simple and Intuitive with Helpful Step-by-Step Guidance **Rating:** 5.0/5.0 stars **Reviewed by:** Sarah H. | Director of Sales, Enterprise (> 1000 emp.) **Reviewed Date:** November 21, 2025 **What do you like best about Encord?** I love the customer support and how responsive they are. **What do you dislike about Encord?** Although creating custom workflows can be tricky, they have a great team to offer support along the way. **What problems is Encord solving and how is that benefiting you?** Encord works more as a partner for us. We’re able to refer customers to use the platform in exchange for them using our annotation services, and vice versa. It creates a mutual benefit where both sides can support each other’s workflows and projects. ### 5. Amazing experience migrating our Computer Vision annotation process! **Rating:** 5.0/5.0 stars **Reviewed by:** Jeremie M. | Director of Product, Mid-Market (51-1000 emp.) **Reviewed Date:** May 17, 2025 **What do you like best about Encord?** Encord is best in class when it comes to video-first annotation, which is our primary use case. The wealth of features (from available models to workflows for annotations) and their stellar customer support team make it an incredibly useful tool, while being surprisingly easy to implement and integrate with existing workflows. **What do you dislike about Encord?** The Encord team deploys new features so often that staying current with best practices can be hard. But their customer success team is there to help keep us in the loop! **What problems is Encord solving and how is that benefiting you?** Encord makes data annotation and model training easier and more efficient, ultimately reducing our model deployment costs and timelines. ### 6. Efficient Annotation for Retail Data **Rating:** 5.0/5.0 stars **Reviewed by:** Samuel A. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 16, 2023 **What do you like best about Encord?** This was the first tool we found that could handle the enormous labeling taxonomy we had. We have to catalog many different types of products and Encord’s ontology feature was extremely useful in packing everything into a usable structure. The interface is also quite intuitive and the hotkeys make it easy for our team to navigate and speed up the annotation process. **What do you dislike about Encord?** While the tool is quite powerful, it could benefit from some customization options. The ability to personalize hotkeys and tool settings according to user preference would greatly enhance the user experience. **What problems is Encord solving and how is that benefiting you?** We use computer vision for inventory management in retail. The data annotation tool has significantly streamlined our annotation process, allowing us to annotate a large volume of images from our stores. This has led to improved accuracy in our computer vision models, which in turn contributes to efficient store operations and ultimately increased revenue. This tool has cemented its place in our data pipeline and the Encord team has become a reliable component of our infrastructure support. ### 7. Simple to use tool for collaboratively annotating data. **Rating:** 5.0/5.0 stars **Reviewed by:** Azreen H. | Mid-Market (51-1000 emp.) **Reviewed Date:** August 11, 2023 **What do you like best about Encord?** The platform’s collaborative feature has allowed us to improve the accuracy of all of our annotations resulting in a significant uptick in the quality of the annotations. A level deeper, we’ve really enjoyed the level of granularity of annotations + frame classifications we’re able to get to with the ontologies. **What do you dislike about Encord?** There were some initial bugs with the new workflow feature, but they seem to be sorted now. Overall, we’re very happy with the platform. **What problems is Encord solving and how is that benefiting you?** The previous inability to create a feedback loop between our reviewers and our annotators with their collaborative platform. We’ve noticed this is one of the strongest pieces of the platform. ### 8. Streamlining Your Workflow with Task Management and Automation Tools **Rating:** 5.0/5.0 stars **Reviewed by:** Alve H. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 01, 2023 **What do you like best about Encord?** I like the ability of task management and automation tools to simplify and optimize complex workflows. Such tools can help increase efficiency and productivity, reduce errors and redundancies, and enable better collaboration among team members. The convenience of having everything organized and tracked in one place also adds to their appeal. **What do you dislike about Encord?** Occasional lag and latency issues lead to slower production sometimes. **What problems is Encord solving and how is that benefiting you?** Encord is solving several problems related to data labeling, which can be a time-consuming and expensive task for businesses and organizations that need high-quality labeled data for their machine learning models. Time and cost: Data labeling can be a time-consuming and costly process, especially when done manually. Encord's platform provides an automated solution that can significantly reduce the time and cost involved in labeling large datasets. Quality and accuracy: Data labeling is a critical step in machine learning, and the quality and accuracy of the labels are essential for the success of the model. Encord's platform uses advanced algorithms and machine learning techniques to ensure the highest quality and accuracy of labeled data. Scalability: As the amount of data that needs to be labeled continues to grow, scalability becomes a significant challenge. Encord's platform is designed to scale with the needs of the business, allowing for large datasets to be labeled quickly and accurately. By addressing these problems, Encord's data labeling platform is benefiting businesses and organizations by providing them with high-quality labeled data in a timely and cost-effective manner. This allows them to focus on developing and improving their machine learning models, leading to better insights, improved decision-making, and increased efficiency. ### 9. High Tech platform, absolute time saver **Rating:** 5.0/5.0 stars **Reviewed by:** Andrei I. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 16, 2023 **What do you like best about Encord?** Well documented APIs! Sounds simple, yet can not be emphasized enough! Getting Encord to just work with our pipeline was a walk in the park, and for the one odd time when we had to contact support, their team has been amazing and extremely friendly. The annotation tool itself is pure gold, easily paying for itself through increased productivity! **What do you dislike about Encord?** Humble bragging, but they do an amazing job hyping up new features. For a normal API, this would not be a problem, but we have integrated our pipeline pretty deeply with Encord and would love a longer notice for new releases :) **What problems is Encord solving and how is that benefiting you?** Our main product depends on the quality of data, therefore a big chunk of our time is spent in manual processes and QA. This toold has helped us automate some of the pipelines and get rid of bottlenecks. ### 10. Great platform with exceptional tools **Rating:** 5.0/5.0 stars **Reviewed by:** Rasit Eren B. | Small-Business (50 or fewer emp.) **Reviewed Date:** March 20, 2023 **What do you like best about Encord?** This annotation tool stands out from its competitors due to its impressive speed and remarkable stability. Moreover, its support for DICOM formatted files makes it an advantageous option for radiological studies. A crucial feature of any annotation platform is the ability to navigate seamlessly between sections during segmentation, which Encord accomplishes effortlessly. The platform's exceptional functionality to briefly categorize lesions during segmentation and subsequently procure statistics is highly commendable. Encord boasts a wide range of segmentation tools, including the remarkable freehand drawing tool and various other options, making it a superior choice to other annotation platforms. Additionally, the brush tool is very user-friendly, contributing to the overall ease of use of the platform. The annotation tools are also highly intuitive, providing comprehensive coverage for various types of annotations. Furthermore, Encord ensures seamless communication among engineers and other annotators, obviating the need for any additional communication platform. In summary, Encord offers exceptional functionality, ease of use, and versatility, making it an excellent option for annotation needs. **What do you dislike about Encord?** There is not much negative thing to tell about the platform **What problems is Encord solving and how is that benefiting you?** Managing the workflow efficiently ### 11. Great Platform **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Small-Business (50 or fewer emp.) **Reviewed Date:** May 25, 2023 **What do you like best about Encord?** -The platform is extremely user-friendly, making it easy for anyone to use. -It offers all the necessary features for performing accurate semantic and temporal annotations, and even goes beyond that. -Detailed documentation is provided to guide users through the platform. -The platform integrates with SAM, without any additional costs. -We have been using the platform for 6 months and it consistently improves and keeps up with the latest releases and client needs. -The client support we receive is exceptional. -Both the platform and client support are tailored towards healthcare applications, making it an excellent choice for professionals in this field. -The platform offers a great price-to-cost ratio for university accounts. **What do you dislike about Encord?** As it is a Web-based platform sometimes we experience lag or latency issues due to the Internet connection **What problems is Encord solving and how is that benefiting you?** We are working in Computer Vision in surgery and Encord supports all our projects. ### 12. Flexible and powerful labeling platform **Rating:** 5.0/5.0 stars **Reviewed by:** Paul R. | Small-Business (50 or fewer emp.) **Reviewed Date:** February 19, 2023 **What do you like best about Encord?** One of the best bits of Encord are the powerful ontologies we can create. We can build a really complex labelling structure to cover advanced labelling requirements. Even more useful when combined with the action classification - means you can create very rich datasets to train a ML model on. **What do you dislike about Encord?** There's nothing we majorly dislike about Encord. The platform is easy to use and responsive, and it doesn't take long to get our annotators up to speed with it. And any bug that does pop up gets dealt with really quickly. Good customer support team. **What problems is Encord solving and how is that benefiting you?** Encord has helped us tackle the problem of getting enough high quality training data into our models to train them. The ontologies mean we've got great datasets. The quality control workflow helps us maintain the quality of these datasets. And the labelling tool itself helps increase the efficiency of how we create these training datasets. ### 13. It is good but can be better **Rating:** 4.5/5.0 stars **Reviewed by:** Pratik S. | Health, Wellness and Fitness, Small-Business (50 or fewer emp.) **Reviewed Date:** February 07, 2023 **What do you like best about Encord?** Their Annotation platform is insightful. It's easy to understand but sometimes hard to visualize things. It supports various types of annotations like Classifications and segmentation. **What do you dislike about Encord?** Sometimes it's just cumbersome to run the videos. The expert review feature might not be very intuitive. Subclassification labels might not be labeled properly. **What problems is Encord solving and how is that benefiting you?** They are working on Expert review workflows and training platforms that help us easily send annotated clips for review and also help us easily train labeling workforces on platform. ### 14. My favorite annotation product **Rating:** 5.0/5.0 stars **Reviewed by:** David F. | Small-Business (50 or fewer emp.) **Reviewed Date:** July 13, 2023 **What do you like best about Encord?** Very robust annotation interface, easy to use, and quick to annotate lots of frames/visuals. I explored many, many annotation tools and I enjoy using Encord by far the most. **What do you dislike about Encord?** Have seen occasional slowness/connection errors, but the interface is good at reporting them and making sure you don't lose data since it does auto-saving. **What problems is Encord solving and how is that benefiting you?** Encord allows us to label video data very quickly and effectively. It's export format is simple and easy to script against. ### 15. User-friendly training data platform, flexible API **Rating:** 5.0/5.0 stars **Reviewed by:** Benjamin L. | Data Scientist, Mid-Market (51-1000 emp.) **Reviewed Date:** January 31, 2023 **What do you like best about Encord?** Encord has helped us streamline our data pipelines and get our training data into one place. We've managed to build fairly seamless integrations using the flexible API -- it has evolved a lot since we started using it, and we've been pleased about the team's general responsiveness and speed in implementation. We've also been using some of the customizable dashboards & reports in our reporting, which has been a plus. The user interface is easy to navigate, and the object detection annotation tools (bounding box, etc.) are very expansive in functionality as we can define rich ontologies supported in the platform. **What do you dislike about Encord?** There is a bit of a learning curve at the start, mostly due to a few bits and pieces missing from the documentation, but that seems to have improved massively over the past few months. **What problems is Encord solving and how is that benefiting you?** As a data scientist, Encord has greatly benefited our team by streamlining the training data pipeline process and allowing for sophisticated data labelling tasks. The platform's ability to integrate with our vision training pipelines has dramatically improved our overall efficiency. Despite some of the earlier challenges with a few things missing in the docs (these are all resolved now), we'd highly recommend Encord to any data science team! ### 16. Robust AI-assisted annotation tool for medical AI companies. Great support! **Rating:** 5.0/5.0 stars **Reviewed by:** Benjamin T. | Clinical Operations Specialist, Medical Devices, Mid-Market (51-1000 emp.) **Reviewed Date:** January 23, 2023 **What do you like best about Encord?** I appreciate the emphasis on FDA compliance in the annotation tool. The data generated from the tool is auditable and can be reviewed in specific ways, making it very handy for FDA clearance. This is especially beneficial for AI companies like ours building cutting-edge machine learning capabilities for stroke detection. Support has been excellent -- the team oftentimes replies faster than I hit enter. **What do you dislike about Encord?** The tool currently lacks some support for native model-assisted labeling on medical imagery which is a minor dislike and would speed things up a lot, but it seems that the team is working on it? **What problems is Encord solving and how is that benefiting you?** Encord's platform is streamlining our clinical annotation workflows for CT & MRI scans, saving us a lot of time and allowing our clinical team to collaborate on data labeling at scale. The emphasis on FDA compliance in the annotation tool is of particular benefit as it makes the training data from the tool handy for submission for FDA clearance, which was a big burden to us in the past. ### 17. Encord's DICOM Solution: A Comprehensive and User-Friendly Tool **Rating:** 4.5/5.0 stars **Reviewed by:** Thomas M. | Machine Learning Engineer, Clinical, Research, Mid-Market (51-1000 emp.) **Reviewed Date:** January 22, 2023 **What do you like best about Encord?** - I appreciate how user-friendly the software is. The interface is intuitive, making it easy for me to navigate and utilize all of the features. - The annotation tools are robust and allow for efficient and accurate labeling of various medical images - we're mostly doing MRI and CT, which seems to work well & renders consistently. - The workflow management system streamlines the process of managing and organizing data for clinical machine learning workflows, which helps us keep track of cases and improves the overall organization of our data pipelines. **What do you dislike about Encord?** - I haven't encountered any major issues with the software, but one minor inconvenience is that it doesn't have a mobile app, so I can't access it on my phone or tablet. **What problems is Encord solving and how is that benefiting you?** - Encord's DICOM annotation solution is solving the problem of inefficient and time-consuming image annotation and workflow management for building training datasets for medical AI. By streamlining these processes, it is saving our team a lot of time and increasing our overall productivity. Additionally, the quality control features ensure that all images are of the highest quality, providing peace of mind for both radiologists and our ML research team which has helped with going through FDA clearance. Overall, this product is greatly benefiting our team by making our annotation work more efficient and organized. ### 18. Easy to use training data platform for annotation and model validation **Rating:** 5.0/5.0 stars **Reviewed by:** Mike V. | Small-Business (50 or fewer emp.) **Reviewed Date:** February 08, 2023 **What do you like best about Encord?** The option of serving our models on their platform gives us the flexibility to use it as a ‘model proof-of-concept / validation system’ with a human in the loop that helps to uncover blindspots and edge cases in our production models. Annotation tools are easy to use and cover most of the various annotation types we need. **What do you dislike about Encord?** We sometimes encounter a few functions missing from the Python SDK vs what’s present in the API, but the team tends to be pretty responsive in getting them added. **What problems is Encord solving and how is that benefiting you?** Encord’s solution provides us with a comprehensive suite of tools to manage annotation workflows and teams that we use to validate the performance of our models and generate new data for training. Focusing our efforts on just annotation data for model failure cases has led to a large reduction in overall error rates. ### 19. Great platform, game changer for annotations **Rating:** 5.0/5.0 stars **Reviewed by:** Asli B. | Small-Business (50 or fewer emp.) **Reviewed Date:** March 20, 2023 **What do you like best about Encord?** For research and the other things, I am a heavy user of different annotation tools and I can confidently say that Encord is one of the best ones out there. Its versatility and ever-evolving nature never cease to amaze me, allowing me to annotate objects with ease and precision. I particularly enjoy using the polygonal and freehand tools, as well as the sculpture tool for more complex annotations. The interface is simple yet powerful and making annotation-intensive studies a breeze, especially when working with multiple objects. **What do you dislike about Encord?** I have had no major issues with Encord yet. **What problems is Encord solving and how is that benefiting you?** Encord's seamless platform has revolutionized the transfer of large datasets from hospitals to engineers, enhancing communication and collaboration among radiologists, annotators, and engineers alike ### 20. Performant annotation tool **Rating:** 5.0/5.0 stars **Reviewed by:** Assen B. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 18, 2023 **What do you like best about Encord?** We have a large number of annotations per image, this was the first tool we used that didn’t have performance issues with the number of annotations while labelling. Their turbo mode feature is also very nifty for our use case. **What do you dislike about Encord?** We have a large number of annotations per image, this was the first tool we used that didn’t have performance issues with the number of annotations while labelling. Their turbo mode feature is also very nifty for our use case. **What problems is Encord solving and how is that benefiting you?** Annotation of factory blueprints for digital twins use case ### 21. Harness the Power of Team Collaboration with Encord **Rating:** 5.0/5.0 stars **Reviewed by:** Razia J. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 18, 2023 **What do you like best about Encord?** Encord's platform excels at enabling team collaboration, making it effortless to assign tasks, monitor progress, and balance workloads. The responsive support team is always eager to accommodate user needs and ensure a seamless experience **What do you dislike about Encord?** While Encord has consistently improved its platform, there's room for more robust searching capabilities and a mobile version to manage team performance on-the-go. **What problems is Encord solving and how is that benefiting you?** Encord has significantly improved our ability to manage and oversee team performance, streamline the annotation process, and address any issues in a timely manner, ultimately enhancing our overall productivity. ### 22. “Collaborative annotation tool with great support” - Data Annotation Manager **Rating:** 5.0/5.0 stars **Reviewed by:** Jeffrey W. | Small-Business (50 or fewer emp.) **Reviewed Date:** March 20, 2023 **What do you like best about Encord?** The video annotation tool provided by Encord is great and makes it easy to annotate frames in a video sequence, even for complex actions such as tracking moving parts in the manufacturing of espresso machines. Encord provides real-time collaboration features that allow multiple team members to work on the same project simultaneously. This has helped us improve our high-quality annotation throughput and keep our project timelines on track. **What do you dislike about Encord?** We did encounter some minor performance issues when working on large datasets. However, the Encord team was quick to respond and fix the issue. **What problems is Encord solving and how is that benefiting you?** Collaborative annotation for our manufacturing video data. We switched from a different provider and Encord has proven to be a lot better. ### 23. A great tool for labeling data and validating models **Rating:** 5.0/5.0 stars **Reviewed by:** Miguel E. | Small-Business (50 or fewer emp.) **Reviewed Date:** February 15, 2023 **What do you like best about Encord?** "- Advanced Collaboration & quality control features that allow our 25+ annotation team to work on the same project simultaneously while still ensuring high quality - Easy-to-use and ergonomic annotation tools that span all the different computer vision tasks we are focused on: bounding box, segmentation, pose estimation, landmark detection, and so on " **What do you dislike about Encord?** - Role-based access control can get a bit cumbersome to use at times, given that you have to add people manually to projects/datasets/ontologies instead of just being able to assign people permissions in bulk. **What problems is Encord solving and how is that benefiting you?** - Encord provides a single solution for all our annotation tasks and allows us to get through our labeling projects quickly without sacrificing quality. Compared to our previous in-house tool, Encord is easy to use and very comprehensive in its capabilities. ### 24. EnCord can simplify our almost-endless works :) **Rating:** 5.0/5.0 stars **Reviewed by:** Yalçın . | CEO, Enterprise (> 1000 emp.) **Reviewed Date:** March 21, 2023 **What do you like best about Encord?** Encord simplifies the workflow by offering a straightforward uploading process, even for complex DICOM format images, enabling efficient communication with radiologists. The platform also boasts an internal modeling system that provides a convenient option for users. Our experience with Encord has been highly satisfactory, with the platform serving as an indispensable tool in expediting and streamlining our work plan. **What do you dislike about Encord?** We have been using it for a while but we did not have any major problems with Encord. Maybe, it is the case as we prefer constituting our team from inter-discipliner. **What problems is Encord solving and how is that benefiting you?** We are no longer burdened by the archaic tools we previously employed. Encord provides us user-friendly interface. ### 25. Great platform. The quality and throughput dashboards are a major plus!! **Rating:** 5.0/5.0 stars **Reviewed by:** Brian K. | Assistant Project Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** December 13, 2022 **What do you like best about Encord?** The throughput and quality dashboards are a great help in understanding team performance on an admin level. Since our clients need to know exactly which team members are not doing so well and which task areas need more support I am able to get those insight at the click of a button and report them to the client. I also loved the rapid evolution of the tool. It has greatly improved from when we initially started using it. **What do you dislike about Encord?** Projects are broken down into silos with no interactivity within projects even if in the same space. There is no known way to clone the ontology and assignees from one project to another and I have to manually set that up from scratch each time. **What problems is Encord solving and how is that benefiting you?** The main problem that we had before Encord was getting a pulse on the team's performance in real-time. With encord, I am able to know how my team in real-time and who needs my help on any project. **Official Response from Ulrik Stig Hansen:** > Hi Brian. Thanks for the feedback! We added several features to facilitate organisation-level & inter-project collaboration -- user groups and copying projects. You can find both in our documentation. ### 26. Versatile, elegant and ever evolving annotation tool that never disappoints. **Rating:** 4.5/5.0 stars **Reviewed by:** Fazilhan A. | Medical Data Annotator, Small-Business (50 or fewer emp.) **Reviewed Date:** December 09, 2022 **What do you like best about Encord?** The fact that I can use polygonal or freehand tools, easy to use sculpture tool and the way I can easily communicate with the reviewer. Simple but powerful interface of the encord tool is a lifesaver especially when I am working with annotation intense studies with multiple objects. Thes objects, when they are created, can easily be manipulated in terms of classification, merging and dividing. I can zoom in and out do as much as annotation as I want and just close the study without losing any of my progress. If reviewer requests additional annotations or corrections they can refer to each problem in relation to the objects we need to fix. Many of the features I have mentioned were developed specifically to the needs of my team. Encord team takes feedbacks very seriously and adresses the problems as fast and accurate as possible. **What do you dislike about Encord?** Dashboard for annotations could be more refined. I want to be able assign studies to myself without starting with them. Also I would like to create and organize studies in files or tags I can edit. **What problems is Encord solving and how is that benefiting you?** It creates an annotation environment that can operate without external bookeeping or communication. Reviewer and annotators can work seamlessly just with the tools provided on the service. Statistics they provide lets us track the progress of the work and set up future projections. ### 27. Optimal Annotation Solution for Medical Imaging **Rating:** 5.0/5.0 stars **Reviewed by:** Md. Towfique H. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 17, 2023 **What do you like best about Encord?** Encord provides out-of-the-box support for DICOM format in CT and MR images, open-stack cloud storage compatibility, and excellent data loading performance. The platform's support team is quick to respond and address concerns. **What do you dislike about Encord?** The platform lacks project sorting by study, patients, or subfolders, and cloud data connection can occasionally take longer than desired. **What problems is Encord solving and how is that benefiting you?** Encord streamlines data labeling pipelines, automates data import/export, and facilitates task distribution among radiologists, effectively organizing projects and datasets. ### 28. A great tool for complex and precise annotation **Rating:** 5.0/5.0 stars **Reviewed by:** Promi G. | Mid-Market (51-1000 emp.) **Reviewed Date:** July 21, 2023 **What do you like best about Encord?** Combined with the introduction of Meta’s SAM, the annotation tools have been a game changer. **What do you dislike about Encord?** No big dislikes on our side, but the ‘models’ could be a bit easier to find. **What problems is Encord solving and how is that benefiting you?** We’re speeding up annotations whilst increasing precision! ### 29. Excellent for machine learning systems **Rating:** 5.0/5.0 stars **Reviewed by:** Murat S. | Daire Başkanı, Enterprise (> 1000 emp.) **Reviewed Date:** March 21, 2023 **What do you like best about Encord?** The creation of ontologies for labeling and other related tasks is characterized by its facile and straightforward nature, allowing for facile data extraction. The resulting ontologies enable diverse feeding approaches for machine learning systems, facilitating their smooth operation. Moreover, automated methods such as detection, classification, or segmentation can augment the modeling phase, enhancing the overall process. Additionally, adopting this methodology can expedite the workflow substantially, constituting an added advantage. **What do you dislike about Encord?** There's nothing we majorly dislike about Encord. **What problems is Encord solving and how is that benefiting you?** Encord supports us as instrumental in addressing the pervasive challenge of acquiring adequate high-quality training data for practical model training. ### 30. Efficient and collaborative ergonomic image & video annotation tool, excellent support **Rating:** 5.0/5.0 stars **Reviewed by:** Jason C. | Small-Business (50 or fewer emp.) **Reviewed Date:** February 09, 2023 **What do you like best about Encord?** Managing large annotation teams and annotation workloads is easy and was the main reason we switched to Encord from our own internal tool. Easy to use hotkeys makes manual annotations quick to add and edit. Model-assisted annotation with micro-models seems to be working well, but we haven’t fully utilized the feature yet. **What do you dislike about Encord?** The brush tool can be a bit finicky to use once in a while, other than that no other major dislikes. **What problems is Encord solving and how is that benefiting you?** Managing our large internal annotation team and making them productive. Building a continuous loop between the training data we are creating on the labeling ops team and the models our data science team are developing has been made a lot easier. ### 31. Great support, easy to get started **Rating:** 5.0/5.0 stars **Reviewed by:** Sorowar H. | Mid-Market (51-1000 emp.) **Reviewed Date:** June 06, 2023 **What do you like best about Encord?** Encord helps us classify and annotate large image datasets and provides analytics to monitor team performance. **What do you dislike about Encord?** Occasional lag issues and the desire for a more fleshed-out export feature to facilitate internal reporting. **What problems is Encord solving and how is that benefiting you?** Encord has played a crucial role in processing large datasets for our machine-learning models, offering flexible QA resources and helping us increase model accuracy. ### 32. A Powerful Tool for Sports Video Annotation **Rating:** 5.0/5.0 stars **Reviewed by:** Ariful I. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 15, 2023 **What do you like best about Encord?** Encord's intuitive platform excels at sports video annotation, and their support team is quick to implement customizations. The team management features allow for seamless collaboration and easy access level adjustments **What do you dislike about Encord?** No notable complaints, as the support team has been prompt in addressing any issues or concerns. **What problems is Encord solving and how is that benefiting you?** Thanks to Encord's customization and swift annotation capabilities, image and video processing has become significantly faster, optimizing the entire workflow. ### 33. Great platform, outstanding service! **Rating:** 5.0/5.0 stars **Reviewed by:** Conrad R. | Growth Marketing Associate, Mid-Market (51-1000 emp.) **Reviewed Date:** November 22, 2022 **What do you like best about Encord?** The Encord platform is really easy to use for annotating videos. With Encord's interpolation feature we can label videos much more efficiently than with the tools we were using previously. The micro-model feature also makes labeling much more efficient, as we can pre-label videos so our annotators spend less time doing manual labels. **What do you dislike about Encord?** The platform has been slightly slow in the past, but we haven't noticed this for a while now. And the customer support we get from Encord is by far the best we've ever had from any other similar platform. They're really responsive and helpful, whether on Slack or email! **What problems is Encord solving and how is that benefiting you?** Encord's helped us to reduce the time it takes to create training data. This benefits us as it means we can get this data into our models faster, allowing us to run more experiments and speed up the process for getting a production-ready model. ### 34. Great tool for computer vision **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** May 17, 2023 **What do you like best about Encord?** We are using Encord for the computer vision side of our research. As far as annotation tools go, it’s a user friendly interface and also has a pretty easy to use SDK. One very cool feature they added recently was the Segment Anything Model, which had sped up our annotation process by about 4x. **What do you dislike about Encord?** Having thumbnails on the datasets page would be much appreciated! **What problems is Encord solving and how is that benefiting you?** It’s used for creating annotated training data for our computer vision models. We have a pretty hefty AI framework, and Encord is handling most of our CV workload. ### 35. Awesome for labeling videos, super fast! **Rating:** 5.0/5.0 stars **Reviewed by:** Jessica L. | Project Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** January 24, 2023 **What do you like best about Encord?** I really like how the software makes it easy to label videos. The interpolation feature is really helpful and makes it way faster than the other tools I've used before. Also, the micro-model feature is really cool because it lets me pre-label videos so it's less work for me. **What do you dislike about Encord?** It's been a little bit slow for me in the past but it's been better lately. The customer support is great though, they're always quick to help me with whatever I need. **What problems is Encord solving and how is that benefiting you?** It's making it way faster for me to label videos. And it's helping me get my work done way quicker, so I have more time for other things. ### 36. Easy to use labelling platform! **Rating:** 5.0/5.0 stars **Reviewed by:** Wu T. | Deep learning scientist, Mid-Market (51-1000 emp.) **Reviewed Date:** November 06, 2022 **What do you like best about Encord?** The UI/control panel is well-designed, making the team management and workload balancing significantly easier. Encord has the most responsive support team, most of the escalations are resolved within a day or two. The SDK is comprehensive and easy to use, enabling us to automate the majority of the data pipeline. **What do you dislike about Encord?** As the platform as well as the SDK is constantly evolving, sometimes the documentation could lag behind the latest update. It would be great if we can have a mobile version to do team management and performance review at least. **What problems is Encord solving and how is that benefiting you?** Initially, the downloading of annotation was somewhat slow. In response to this, encord added the batch downloading operation, which gives us a 5X speedup. Our agents would sometimes forget to save the annotation before submission. Encord helped us by sending a notification to the agents submitting the empty labels. The number of empty labels was significantly reduced. ### 37. Best in class for image annotation **Rating:** 5.0/5.0 stars **Reviewed by:** Shahi I. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 19, 2023 **What do you like best about Encord?** Encord's hotkeys simplify adding and editing annotations on images, while the SDK simplifies data pipeline integration for our ML team. **What do you dislike about Encord?** The platform could benefit from global search functionality. **What problems is Encord solving and how is that benefiting you?** Encord has helped save time and improve the organization of our data pipeline processes, resulting in smoother and more efficient workflows. ### 38. Efficient data pipelines **Rating:** 4.5/5.0 stars **Reviewed by:** Abbey R. | Small-Business (50 or fewer emp.) **Reviewed Date:** February 07, 2023 **What do you like best about Encord?** The tool is intuitive and efficient, with well-designed hotkeys, which makes it easy to add and edit annotations. The SDK makes integrations with the rest of our data pipeline easy. **What do you dislike about Encord?** Searching through the platform is somewhat of a challenge. It is hard to find things - an option to do ‘global search’ would be nice. **What problems is Encord solving and how is that benefiting you?** Encord allows us to streamline our processes. It saved us a lot of time compared to what we were doing before. The integration of the platform into our data pipelines has made our workflows smoother and more organized. ### 39. Effortless Integration and Streamlined Workflow with Encord **Rating:** 5.0/5.0 stars **Reviewed by:** mahedi hasan t. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 19, 2023 **What do you like best about Encord?** Encord's comprehensive SDK and user-friendly interface simplify the integration process with existing data pipelines. The well-designed hotkeys and various annotation tools facilitate the addition and editing of annotations with ease. **What do you dislike about Encord?** The platform could benefit from improved search functionality, including a global search option to make finding specific items more efficient. **What problems is Encord solving and how is that benefiting you?** Encord has helped us save time and optimize our workflows by integrating the platform into our data pipelines. The intuitive annotation tools and seamless integration have made our processes more organized and efficient. ### 40. The best annotation platform for Medical Imaging **Rating:** 4.5/5.0 stars **Reviewed by:** Andrei G. | Small-Business (50 or fewer emp.) **Reviewed Date:** February 11, 2023 **What do you like best about Encord?** Out-of-the-box support for DICOM format for both CT and MR images, support for the open-stack cloud storage, good performance of loading data for annotators, quick and responsive support. **What do you dislike about Encord?** The projects does not include sorting by study/patients or any subfolder mechanism. The connection of the cloud data might take a long time before available on the platform. **What problems is Encord solving and how is that benefiting you?** Organizes the Data Labelling pipelines, automizes the import of source data and export of labeled data. Encord allows distributing the labelling tasks to multiple radiologists and monitor their progress, organize the tasks in projects and multiple datasets. **Official Response from Ulrik Stig Hansen:** > Hi Andrei. Thanks for your review! We have sorting by study/patients coming very soon -- feel free to get in touch with your customer success manager to discuss how you get early access to this feature. All the best from Encord ### 41. A Powerful tool which immensely helps to run my business efficiently. **Rating:** 5.0/5.0 stars **Reviewed by:** Muntasir M. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 18, 2023 **What do you like best about Encord?** The most valuable attribute would be the User-friendly UI and smoothness of the platform. **What do you dislike about Encord?** Dislike: No major dislikes at this point. **What problems is Encord solving and how is that benefiting you?** The It helps my team in performing annotations and analyse the team's performance through valuable data obtained from the platform ### 42. A tool which enables large dataset classification, built by a team who listens to our needs! **Rating:** 5.0/5.0 stars **Reviewed by:** Damian J. | Head of Growth, Small-Business (50 or fewer emp.) **Reviewed Date:** November 03, 2022 **What do you like best about Encord?** Encord enables us to classify and annotate large image datasets (and bounding boxes) within images. The analytics functions mean we can monitor our QA team's performance and allocate tasks to individual team members. The team is highly receptive to new suggestions and constantly builds new functionality and improves their product. **What do you dislike about Encord?** There have been a few lag issues slowing the annotation process when looking at high-volume datasets - something the Encord team has resolved quickly. As a manager, I'd like to be able to export data to a database, which I could use for internal reporting. **What problems is Encord solving and how is that benefiting you?** Encord plays a vital role in facilitating Captur's machine-learning efforts - it enables us to process large datasets increasingly sophisticatedly to suit new ML models. Encord also offers flexible QA resource, which can help when onboarding new models and increasing accuracy. ### 43. Very useful platform for team management and annotation automation **Rating:** 5.0/5.0 stars **Reviewed by:** Ahmed A. | Mid-Market (51-1000 emp.) **Reviewed Date:** April 25, 2023 **What do you like best about Encord?** Encord's user-friendly UI and comprehensive SDK make team management and data pipeline automation easy to start. **What do you dislike about Encord?** I do not have any significant dislikes at this point. **What problems is Encord solving and how is that benefiting you?** Encord has enabled us to optimize our workflows by streamlining team management and collaboration, improving annotation efficiency, and significantly reducing empty label submissions. ### 44. Great annotation tool **Rating:** 5.0/5.0 stars **Reviewed by:** Petr B. | Owner, Small-Business (50 or fewer emp.) **Reviewed Date:** November 21, 2022 **What do you like best about Encord?** Encord tool is a very intuitive platform for annotation of all kinds. We use it for the annotation of sports videos and even there were a lot of requirements for customization Encord support team was able to implement it very quickly. Also, working in teams is very easy for us as we can easily set all people level access as we need. Encord is one of the best annotation tool we were able to work past years. **What do you dislike about Encord?** So far there is nothing we can complain as support team is fast to resolve anything we need. **What problems is Encord solving and how is that benefiting you?** Thanks to Encord tool and their customization we are able to annotate and process our images really fast. ### 45. Great tool for high-precision automated annotation of large datasets. **Rating:** 5.0/5.0 stars **Reviewed by:** Victor R. | CEO, Mid-Market (51-1000 emp.) **Reviewed Date:** September 06, 2022 **What do you like best about Encord?** Encord is the best platform we've used for annotating video to create training data. It is really easy to use and comes with some great features that make it much easier to annotate videos. The labeling automation (using object tracking and interpolation) has made it much quicker for us to label our videos. Combined with Encord's 'micro-models' (which further speed up video labeling) we've been able to reduce how much it costs us to create high quality labeled data. And the platform's really flexible - we're not limited by the length of the video we can upload or confined to a small range of compatible file formats. The final thing that we've really like about working with Encord is the top notch customer support - the team has been highly responsive to any questions we've had. **What do you dislike about Encord?** Nothing now that they've added the Dark Mode feature! **What problems is Encord solving and how is that benefiting you?** The problem we faced was the speed at which we could label videos in a platform that didn't offer automated video labelling. Encord is allowing us to label videos more accurately in a shorter space of time. This in turn is allowing us to put more accurate data into our models more quickly, letting us get those models into production more quickly. ### 46. “Fast data labeling tool” - Data Annotation Specialist **Rating:** 5.0/5.0 stars **Reviewed by:** Karla G. | Small-Business (50 or fewer emp.) **Reviewed Date:** March 28, 2023 **What do you like best about Encord?** The image and video annotation tool is excellent and easy to use with various hotkeys that speed up my annotation workflow. I can quickly label different objects and actions in the video, and the tool provides a smooth experience. **What do you dislike about Encord?** I would like to be able to customize the hotkeys to make the process of labeling even faster. This is missing in the current version. **What problems is Encord solving and how is that benefiting you?** Allowing me to do labeling tasks for images and videos of manufacturing lines of espresso machines. ### 47. User friendly platform, very responsive team **Rating:** 4.5/5.0 stars **Reviewed by:** Jack B. | Machine Learning Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** November 03, 2022 **What do you like best about Encord?** A very easy-to-use platform for image annotation. The hierarchy of data makes it easy to reuse images for different tasks. The team are also very accommodating and open to feedback. **What do you dislike about Encord?** Our annotators have experienced latency in the past, but this has improved significantly recently. There are some features which could be added, such as image rotation. **What problems is Encord solving and how is that benefiting you?** Our product is based on Computer Vision, which requires a large amount of labelled image data. We use Encord to annotate our images with both classifications and bounding boxes. Encord's SDK has allowed us to fit the data labelling process seamlessly into our overall data pipeline. ### 48. Review of Encord **Rating:** 3.0/5.0 stars **Reviewed by:** Bipul T. | Cloudworker, Enterprise (> 1000 emp.) **Reviewed Date:** January 12, 2023 **What do you like best about Encord?** The most helpful thing about Encord is in easy and simplified tools for image annotation. **What do you dislike about Encord?** The zoom feature. Its working mechanism is exactly opposite compared to rest of the platforms in computer world. It could be better by not eliminating the opposite working mechanism. **What problems is Encord solving and how is that benefiting you?** AI and Machine learning optimization. The specific benefit that I could see is in monitoring the activities of hospital patients. **Official Response from Ulrik Stig Hansen:** > Hi Bipul. Thanks for submitting your review. Regarding your dislike on our zoom feature - it looks like you might have inverted your zoom mouse direction in the editor settings. You can change the direction of the zoom as you prefer - in general, Windows vs. Mac laptops would have different preferences. Thank you! ### 49. Annotation Specialist **Rating:** 5.0/5.0 stars **Reviewed by:** Quynh P. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 21, 2023 **What do you like best about Encord?** Receive support promptly. The tool is incredibly user-friendly and intuitive to navigate **What do you dislike about Encord?** The loading time for images is too slow. It takes time for the admin account to review images. **What problems is Encord solving and how is that benefiting you?** Speedup time loading images. Failing The image import job ### 50. Encord has a user friendly interface. It simplifies the organization of work. **Rating:** 5.0/5.0 stars **Reviewed by:** Daisy N. | Enterprise (> 1000 emp.) **Reviewed Date:** February 02, 2023 **What do you like best about Encord?** It is very user friendly. It is organized in a way you get to understand how to go about it with little or no help. **What do you dislike about Encord?** Sometimes it can duplicate tasks in the line up **What problems is Encord solving and how is that benefiting you?** It helps I'm the organization of tasks and easy allocation of each to a group of individuals. - [View Encord pricing details and edition comparison](https://www.g2.com/products/encord/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-13+09%3A42%3A17+-0500&secure%5Bsession_id%5D=ff020576-5535-494a-8d7a-ab2fe1057efe&secure%5Btoken%5D=fae8c2006935fce268f0a0ae529c54d9221dda793cb7ab38fe86b69cf4cb0a06&format=llm_user) ## Encord Integrations - [Amazon Simple Storage Service (S3)](https://www.g2.com/products/amazon-simple-storage-service-s3/reviews) - [Google Cloud Storage](https://www.g2.com/products/google-cloud-storage/reviews) ## Encord Features **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **System** - Data Ingestion & Wrangling **Quality** - Labeler Quality - Task Quality - Data Quality - Human-in-the-Loop **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **Recognition Type** - Emotion Detection - Object Detection - Text Detection - Motion Analysis - Logo Detection - Explicit Content Detection - Video Detection **Model Training & Optimization - Active Learning Tools** - Model Training Efficiency - Automated Model Retraining - Active Learning Process Implementation - Iterative Training Loop Creation - Edge Case Discovery **Integration - Machine Learning** - Integration **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training **Management** - Cataloging - Monitoring - Governing - Model Registry **Model Development** - Feature Engineering **Automation** - Machine Learning Pre-Labeling - Automatic Routing of Labeling **Operations** - Metrics - Infrastructure management - Collaboration **Facial Recognition** - Facial Analysis - Face Comparison **Data Management & Annotation - Active Learning Tools** - Smart Data Triage - Data Labeling Workflow Enhancement - Error and Outlier Identification - Data Selection Optimization - Actionable Insights for Data Quality **Learning - Machine Learning** - Training Data - Actionable Insights - Algorithm **Machine/Deep Learning Services** - Computer Vision - Natural Language Processing - Natural Language Generation - Artificial Neural Networks **Machine/Deep Learning Services** - Natural Language Understanding - Deep Learning **Image Annotation** - Image Segmentation - Object Detection - Object Tracking - Data Types **Management** - Cataloging - Monitoring - Governing **Labeling** - Model Training - Bounding Boxes - Custom Image Detection **Model Performance & Analysis - Active Learning Tools** - Model Performance Insights - Cost-Effective Model Improvement - Edge Case Integration - Fine-tuning Model Accuracy - Label Outlier Analysis **Deployment** - Managed Service - Application - Scalability **Natural Language Annotation** - Named Entity Recognition - Sentiment Detection - OCR **Deployment** - Integrations **Generative AI** - AI Text Generation - AI Text Summarization **Speech Annotation** - Transcription - Emotion Recognition **Generative AI** - AI Text Generation - AI Text Summarization - AI Text-to-Image **Agentic AI - Data Science and Machine Learning Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making ## Top Encord Alternatives - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) - 4.9/5.0 (266 reviews) - [Labelbox](https://www.g2.com/products/labelbox/reviews) - 4.5/5.0 (48 reviews) - [V7 Darwin](https://www.g2.com/products/v7-darwin/reviews) - 4.7/5.0 (55 reviews)