--- title: CVAT.ai Reviews meta\_title: 'CVAT.ai Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 31 reviews by the users' company size, role or industry to find out how CVAT.ai works for a business like yours. aggregate\_rating: rating\_value: 4.5 review\_count: 31 scale: '5' date\_modified: '2026-08-07' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- ### CVAT.ai Pros and Cons: Top 5 Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users praise the **exceptional customer support** from CVAT.ai, enhancing their experience with valuable assistance and guidance. [(3 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772079&qs=pros-and-cons#reviews) Users commend the **amazing annotation speed** of CVAT.ai, ensuring efficient and high-quality results for complex tasks. [(2 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1771802&qs=pros-and-cons#reviews) Users value the **customization options** of CVAT.ai, enabling tailored annotation projects and versatile setups. [(2 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772114&qs=pros-and-cons#reviews) Users praise the **efficient data management** of CVAT.ai, which enhances workflow and collaboration in medical imaging projects. [(2 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772148&qs=pros-and-cons#reviews) Users appreciate the **versatile annotation options** of CVAT.ai, enabling support for various computer vision algorithms. [(2 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772201&qs=pros-and-cons#reviews) Users find the platform **difficult to learn** , especially beginners, due to its complexity and time-consuming features. [(2 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772188&qs=pros-and-cons#reviews) Users find the **complexity of the interface** can be overwhelming, especially for beginners navigating the features. [(1 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772127&qs=pros-and-cons#reviews) Users notice **labeling inconsistencies** in complex cases, though the team quickly addresses feedback to improve accuracy. [(1 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=2295436&qs=pros-and-cons#reviews) Users experience a **lack of features** due to missing support for large 16-bit images in CVAT.ai. [(1 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1771856&qs=pros-and-cons#reviews) Users experience **slow performance** with CVAT.ai when processing large video files and numerous images. [(1 mentions)](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1771727&qs=pros-and-cons#reviews) ### 5 Pros or Advantages of CVAT.ai ##### 1. Customer Support Users praise the **exceptional customer support** from CVAT.ai, enhancing their experience with valuable assistance and guidance. [ See 3 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772079&qs=pros-and-cons#reviews) See Related User Reviews ![Carmel S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Carmel S.") CS Carmel S. Small-Business (50 or fewer emp.) 5.0/5 "great services for image annotations" What do you like about CVAT.ai? I want to share my outstanding experience using CVAT.AI services for my medical imaging thesis! 🏥 Key highlights: - Seamless integration with Goog ![Odi D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Odi D.") OD Odi D. Enterprise (\> 1000 emp.) 5.0/5 "Excellent platform, great service and support." What do you like about CVAT.ai? High quality annotation and excellent support. ##### 2. Annotation Efficiency Users commend the **amazing annotation speed** of CVAT.ai, ensuring efficient and high-quality results for complex tasks. [ See 2 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1771802&qs=pros-and-cons#reviews) See Related User Reviews ![Burak C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Burak C.") BC Burak C. Small-Business (50 or fewer emp.) 5.0/5 "Great product and annotation service" What do you like about CVAT.ai? As a company, we're using CVAT platform for annotations. Also we received the annotation service. It was a very good experience for us. All images ann RR Rafael R. Small-Business (50 or fewer emp.) 4.5/5 "CVAT made semantic segmentation of more than 500 images. Great quality and swift service." What do you like about CVAT.ai? They were very open and flexible to our requirements, a quite complex semantic segmentation of bio images. The annotation speed was amazing. The quali ##### 3. Customization Users value the **customization options** of CVAT.ai, enabling tailored annotation projects and versatile setups. [ See 2 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772114&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") A Verified User Enterprise (\> 1000 emp.) 4.5/5 "Truly committed and enthusiastic team" What do you like about CVAT.ai? We we're able to have a tailor-made annotation project, and feedback was well implementated. Over-all very good experience. ![Nikolay S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Nikolay S.") NS Nikolay S. Mid-Market (51-1000 emp.) 5.0/5 "Doing Computer Vision, Deep Learning and Data Science starting 2004, working with annotation tools." What do you like about CVAT.ai? Set of features that beats most of other platforms. Clear documentatation. Versatility- you can set it up in various ways- in prems, locally, in cloud ##### 4. Data Management Users praise the **efficient data management** of CVAT.ai, which enhances workflow and collaboration in medical imaging projects. [ See 2 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772148&qs=pros-and-cons#reviews) See Related User Reviews ![Carmel S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Carmel S.") CS Carmel S. Small-Business (50 or fewer emp.) 5.0/5 "great services for image annotations" What do you like about CVAT.ai? I want to share my outstanding experience using CVAT.AI services for my medical imaging thesis! 🏥 Key highlights: - Seamless integration with Goog ![Vadim Z.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Vadim Z.") VZ Vadim Z. Small-Business (50 or fewer emp.) 5.0/5 "More than enough for comfortable annotation." What do you like about CVAT.ai? I found the platform highly intuitive and efficient for labeling and managing large datasets. Its user-friendly interface and the range of tools avail ##### 5. Features Users appreciate the **versatile annotation options** of CVAT.ai, enabling support for various computer vision algorithms. [ See 2 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772201&qs=pros-and-cons#reviews) See Related User Reviews CK Charan K. Small-Business (50 or fewer emp.) 4.0/5 "Easy tool for Data Annotation." What do you like about CVAT.ai? The best Cvat.ai does is that it has many annotation options that works with different Computer vision algorithms. Boxed, polygon and even Segmentatio ![Nikolay S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Nikolay S.") NS Nikolay S. Mid-Market (51-1000 emp.) 5.0/5 "Doing Computer Vision, Deep Learning and Data Science starting 2004, working with annotation tools." What do you like about CVAT.ai? Set of features that beats most of other platforms. Clear documentatation. Versatility- you can set it up in various ways- in prems, locally, in cloud ### 5 Cons or Disadvantages of CVAT.ai ##### 1. Difficult Learning Users find the platform **difficult to learn** , especially beginners, due to its complexity and time-consuming features. [ See 2 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772188&qs=pros-and-cons#reviews) See Related User Reviews ![Anand D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Anand D.") AD Anand D. Small-Business (50 or fewer emp.) 4.0/5 "A tool of great power, enabling its users to mark large sums of data quickly and efficiently." What do you dislike about CVAT.ai? It is quite easy to get lost especially for the beginers, and some of the functions might make you dizzy especially to those who are conversant. Howev CK Charan K. Small-Business (50 or fewer emp.) 4.0/5 "Easy tool for Data Annotation." What do you dislike about CVAT.ai? Intially it can be little time consuming to figure out, how you uoload the data and start annotation. Not beginner friendly. ##### 2. Complexity Users find the **complexity of the interface** can be overwhelming, especially for beginners navigating the features. [ See 1 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1772127&qs=pros-and-cons#reviews) See Related User Reviews ![Anand D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Anand D.") AD Anand D. Small-Business (50 or fewer emp.) 4.0/5 "A tool of great power, enabling its users to mark large sums of data quickly and efficiently." What do you dislike about CVAT.ai? It is quite easy to get lost especially for the beginers, and some of the functions might make you dizzy especially to those who are conversant. Howev ##### 3. Labeling Issues Users notice **labeling inconsistencies** in complex cases, though the team quickly addresses feedback to improve accuracy. [ See 1 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=2295436&qs=pros-and-cons#reviews) See Related User Reviews ![Aida F.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Aida F.") AF Aida F. Mid-Market (51-1000 emp.) 5.0/5 "Fast, Professional, and Collaborative" What do you dislike about CVAT.ai? One minor challenge was that in some complex cases, it seemed like the data might have been labeled with slightly different approaches — possibly by d ##### 4. Lack of Features Users experience a **lack of features** due to missing support for large 16-bit images in CVAT.ai. [ See 1 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1771856&qs=pros-and-cons#reviews) See Related User Reviews ![Carmel S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Carmel S.") CS Carmel S. Small-Business (50 or fewer emp.) 5.0/5 "great services for image annotations" What do you dislike about CVAT.ai? missing support for "large" images where each pixel is 16 bit. ##### 5. Slow Performance Users experience **slow performance** with CVAT.ai when processing large video files and numerous images. [ See 1 mentions ](https://www.g2.com/products/cvat-ai/reviews?filters%5Bsentiment_snippet%5D=1771727&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") A Verified User Small-Business (50 or fewer emp.) 3.5/5 "Easy-to-Use, User-Friendly Tools—With Room to Improve" What do you dislike about CVAT.ai? Can become slow when handling: Very large video files Thousands of images ![Fabian v.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Fabian v.") FV Fabian v. Founder Small-Business (50 or fewer emp.) 6/19/2026 "Model-Assisted CVAT Annotation Turned Weeks of Work Into Days" 4/5 What do you like best about CVAT.ai? The biggest win for us is the model-assisted annotation loop. We run YOLO and SAM2 pre-annotation directly through CVAT, so the work is mostly verifying and correcting rather than labeling from scratch. For a small operation producing the computer-vision training data behind our product, that's the difference between a dataset taking weeks versus days. We also rely on the flexibility of handling multiple annotation types in one tool — we annotate ball and equipment bounding boxes, hockey stick parts, and pose keypoints, and the project/task structure keeps dozens of video tasks organized without friction. Being cloud-hosted means there's no annotation infrastructure for us to stand up or maintain, and the export formats drop straight into our YOLO/training pipeline. Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? The main thing we hit was that the default exports include only the frames that have been explicitly annotated. For single-frame detection that's fine, but it breaks sliding-window, multi-frame temporal models that expect dense, contiguous frames — we ended up building a dense frame-extraction step around the export to work around it. The keypoint workflow also has a slightly steeper learning curve than plain bounding-box work. None of these are dealbreakers, but they're worth planning for. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? CVAT is the annotation backbone for the training data behind our sports-technique models — ball detection, stick detection, and pose keypoints across hockey and volleyball video. The pre-annotation integration dramatically cuts manual effort, which lets us produce high-quality, inspectable training datasets fast. That inspectability matters to us specifically: our analysis pipeline needs to stay auditable, and a clean, reviewable annotation process underneath it supports that. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic KK Katarzyna K. Data Scientist Information Technology and Services Small-Business (50 or fewer emp.) 6/18/2026 "Powerful image annotation with prelabeling and review tools" 4.5/5 What do you like best about CVAT.ai? I use this powerful annotation tool for SEM microscopy image annotation. I like the extensive support of prelabelling through foundation models or custom models via API. I use quality tools for reviewing, like quality reports and create issues with a review mode. The ui is nice and there are helpful shortcuts. It is worth the money. Performance is fine, but could be improved and there is the cvat documentation available online, it could be slightly improved as well. Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? No option for annotation around an object of no interest. For example, an object of no interest lies within an inner circle of an object of interest. I would like to exclude that object. Shortcut for viewing and hiding the annotations during `Review` mode. Slow loading times when opening projects, tasks, jobs. No option for exporting issues together with annotations. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? Team collaboration for image annotation Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic AR Anthony R. Ingénieur en Intelligence Artificielle (IA) Mid-Market (51-1000 emp.) 6/12/2026 "CVAT: smooth collaboration and time-saving for AI annotation" 5/5 What do you like best about CVAT.ai? What I particularly appreciate about CVAT is the ability to collaborate effectively with a team during the annotation phases; the platform really facilitates working together on the same AI project. The management of annotation classes is clear and well thought out, and the tool is generally smooth to use on a daily basis. Another strong point: the ability to import an already annotated dataset as a starting point, which allows you to gradually enrich your training data without starting from scratch. This is a considerable time saver in ML pipelines. Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? One possible area for improvement concerns the task filtering system, which could be a bit more intuitive. When managing multiple projects in parallel, it takes some time to adapt to navigate effectively. It's not a blocker, but a simplified filtering interface would be an appreciated addition for teams working on large volumes. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? CVAT helps us structure and accelerate the annotation phase, which is often the bottleneck in computer vision projects. The platform allows us to centralize team annotation work, manage detection classes rigorously, and import existing datasets that we have generated using AI upstream, to iteratively enrich them. This significantly reduces the time between image collection and model training. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: OrganicAI Translated GV German V. CTO Retail Small-Business (50 or fewer emp.) 6/18/2026 "Convenient, Scalable and Open Source" 4.5/5 What do you like best about CVAT.ai? I find CVAT.ai convenient to use between our core team and our outsourced annotators. It supports specific shapes that other similar tools do not support. The export and API access is reliable. While currently we enjoy the SaaS platform, it's good to know that they are open-source, and when there's financial justification, we can set up our own instance with minimum transition cost. I particularly appreciate the ease of use and the open-source nature. The annotation process is quick and reliable, and the workflow is managed. Setting up CVAT.ai was very easy. Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? When we export large amount of data for the backup, the job may fail. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? CVAT.ai makes the annotation process quick and reliable, managing workflow between our core team and outsourced annotators. It supports unique shapes others don't, with reliable export and API access. The open-source nature promises minimal transition cost if we scale. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Ani G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ani G.") AG Ani G. Small-Business (50 or fewer emp.) 6/3/2026 "Streamlines Annotation with Room for Improvement" 4/5 What do you like best about CVAT.ai? I love using CVAT.ai because it gives us a seamless experience with our data annotation. Since our team is dispersed across different locations, it's much easier for everyone to log in to a central portal to do annotations. One of the key features that I like is the ability to pinpoint a specific object instance, create a hyperlink for it, and send it to my team with questions or queries regarding it, and vice versa. Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? I think the user experience, especially the platform's loading speed, could be improved significantly. Sometimes it feels very slow. Also, I wish there was real-time analytics instead of having to refresh analytics all the time. On another note, during the initial setup, onboarding team members was tricky because they couldn't see any batches and tasks unless I made them admin. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? I use CVAT.ai for data annotation, providing a seamless experience for my dispersed team to log in to a central portal. The hyperlink feature allows specific instance sharing for queries. It also handles multi-attribute labeling, unlike our previous tool. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic JR Jorge R. Small-Business (50 or fewer emp.) 6/3/2026 "CVAT’s “Show bitmap” and Auto-Bordering Boost Labeling Productivity" 4.5/5 What do you like best about CVAT.ai? Several features in CVAT are very helpful for increasing productivity during labeling. First, the “Show bitmap” option is especially powerful for catching human errors, such as missing gaps between adjacent polygons. Another useful feature is the automatic bordering option, which helps when working with adjacent polygons by making it easier to add only the remaining polygon. Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? There are a few features that could improve CVAT. First, being able to add new images to an existing task would be helpful, although it might introduce some drawbacks for the current data management workflow. Another useful improvement would be, during export, having the option to select multiple tasks from a project and/or exclude images that haven’t been labeled yet. This is still easy to fix in the exported file, but having this option built in could be very powerful and would make the process smoother. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? The platform improves both productivity and the overall quality of labeled data. In my experience, its polygon annotation tools make the labeling process much more efficient and faster, while still maintaining strong data quality. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Verified User in Maritime](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Maritime") UM Verified User in Maritime Small-Business (50 or fewer emp.) 6/3/2026 "Efficient Video Annotation for AI Safety Workflows" 5/5 What do you like best about CVAT.ai? CVAT.ai has been very useful for our AI workflow at EVI Safety Technology, especially for video annotation in maritime safety scenarios. The UI is intuitive, onboarding was quick, and the platform integrates well with our existing pipeline. Performance has been stable even with large video datasets, while AI-assisted annotation helps reduce manual work and speeds up dataset preparation significa Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? Some advanced workflows and settings can still feel slightly technical for non-engineering users, especially during project configuration or task management at scale. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? Before using CVAT.ai, preparing and managing annotated video datasets for our maritime safety AI models was much more manual and time-consuming. CVAT.ai helped us standardize the annotation workflow, accelerate dataset preparation, and improve collaboration between technical and operational teams. This has significantly reduced labeling time and allowed us to test and iterate AI models faster, especially for safety-related video analytics scenarios. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Felix R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Felix R.") FR Felix R. Small-Business (50 or fewer emp.) 7/14/2026 "Efficient data annotation with intuitive usability" 4.5/5 What do you like best about CVAT.ai? I like pre-annotating data with CVAT.ai, it works really well. The platform is intuitive to use, and I quickly found what we intended to do. Compared to our self-built tool, CVAT.ai is simply incomparable. It greatly reduces the labeling effort, I estimate to a quarter to a fifth of what it would otherwise be. Overall, I find it really good, even if it might take a bit of time to get used to. Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? Yes, so maybe it needs a bit of familiarization time, but overall I actually find it really good. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? With CVAT.ai, I can pre-annotate complex image data, which reduces the labeling effort by 75-80% and saves a lot of time. There are many quick shortcuts. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: OrganicAI Translated VR V. R. Small-Business (50 or fewer emp.) 6/12/2026 "User-Friendly, Excellent Support for Team Collaboration" 5/5 What do you like best about CVAT.ai? I appreciate that their team is available and feels humble, genuinely looking to satisfy customers, and it's not complicated to get help. I also like their human approach. I love that they have student prices, making it accessible. The tool is user-friendly and easy to understand, even before reading their documentation, which makes it approachable. I also love the many options available to work with complementary tools like Segment Anything. Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? Nothing! I disliked how zooming on images would sometimes block comments or options within, but after telling them about it, they resolved the issue. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? I use CVAT.ai for working with a team online, using verification and validation, managing user permissions, and getting assistance promptly from their supportive team. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Antti V.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Antti V.") AV Antti V. CEO Small-Business (50 or fewer emp.) 6/4/2026 "A Strong Tool for MV Annotation Projects and Development" 4/5 What do you like best about CVAT.ai? A good tool for MV annotation projects and development. Pricing is also affordable Review collected by and hosted on G2.com. What do you dislike about CVAT.ai? Maybe there should be more foundation models available, along with a “single-shot” annotation option, so only a few images are needed instead of thousands. Review collected by and hosted on G2.com. What problems is CVAT.ai solving and how is that benefiting you? Annotation of large amount of images and creating pipeline for MV model training. Review collected by and hosted on G2.com. 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