# iMerit Ango Hub Multimodal AI Platform Reviews **Vendor:** iMerit Technology **Category:** [Data Labeling Software](https://www.g2.com/categories/data-labeling) **Average Rating:** 4.8/5.0 **Total Reviews:** 12 ## About iMerit Ango Hub Multimodal AI Platform For organizations driving advancements in traditional AI and generative AI, iMerit delivers comprehensive, software-delivered solutions that encompass high-quality data annotation, enrichment, and model fine-tuning across multimodal datasets, including text, images, audio, video, and sensor data. By combining state-of-the-art technology with human expertise, iMerit empowers businesses to develop precise AI models, from traditional supervised learning systems to cutting-edge generative AI applications. Unlike generic service providers, iMerit specializes in secure, scalable, and domain-specific solutions, enabling innovation and performance in the most demanding AI and machine learning initiatives. For developers of traditional AI applications iMerit provides best in class data annotation tooling, workflow automation and a highly skilled workforce within a single end-to-end solution. The unique combination of technology, talent and techniques produces the highest quality data in the industry for machine learning. For developers of Generative AI applications iMerit provides the tools, automation and domain experts for accurate model evaluation and fine turning. The solution combines the technology and human-in-the-loop domain experts for all forms of supervised reinforcement learning. Services include corpus creation, data augmentation, RLHF, RAG fine tuning, chain of thought reasoning and red-teaming for greater model precision. Visit www.imerit.net to learn more. ## iMerit Ango Hub Multimodal AI Platform Pros & Cons **What users like:** - Users appreciate the **AI integration capabilities** of Ango Hub, enhancing complex projects with synchronized multimodal data insights. (1 reviews) - Users value the **annotation efficiency** of Ango Hub, enjoying its synchronization across different modalities for enhanced data quality. (1 reviews) - Users value the **customization capabilities** of Ango Hub, enhancing their experience for complex AI/ML projects. (1 reviews) - Users value the **high-quality labeled data** provided by Ango Hub, enhancing their complex AI/ML projects. (1 reviews) - Users value the **high-quality labeled data** provided by Ango Hub for complex AI/ML projects, enhancing workflow and accuracy. (1 reviews) - Quality (1 reviews) **What users dislike:** - Users note that the **complexity of the platform** may necessitate dedicated training for effective utilization. (1 reviews) - Users note a **steep learning curve** for the iMerit Ango Hub, necessitating extensive training to navigate effectively. (1 reviews) ## iMerit Ango Hub Multimodal AI Platform Reviews ### 1. Easy to use. Very intuitive **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Automotive | Small-Business (50 or fewer emp.) **Reviewed Date:** February 20, 2025 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** Ango Hub is a solid platform for organizations that need high-quality labeled data for complex AI/ML projects. Its focus on workflow management, customization, and quality control suggests it's designed for serious annotation efforts. I like Ango Hub's ability to handle and synchronize annotations across different modalities. It allows for correlating objects and events across sensor data, creating a comprehensive understanding of the environment. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** The complexity of the platform might require dedicated training. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** Data labeling from camera imagery ### 2. Performant for video-based tasks **Rating:** 5.0/5.0 stars **Reviewed by:** Ezra O. | Modeling Specialist, Small-Business (50 or fewer emp.) **Reviewed Date:** March 10, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** The platform performs well even with heavy video tasks. We did video classification with samples in 4K and had no visible issues. I like that we can import our data into Hub without having to change where it’s located on the server, we just give Hub links to where it is now. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** Currently the only video file type accepted is .mp4, so we do have to convert videos to this format which can be time consuming. It’d be great if we could directly upload .avi or .mov files. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** We have to classify a large chunk of video files and so far, Ango Hub has worked well for us with no big issues to note. Importing files to Hub is instant since we only give it a link to where the file is on our server, plus it saves us from legal headaches. Video classification works as intended and it does the job. ### 3. Functional and feature-rich for PDF annotation **Rating:** 4.5/5.0 stars **Reviewed by:** Irem A. | Credit Risk Strategies Specialist, Enterprise (> 1000 emp.) **Reviewed Date:** March 09, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** Our workflow requires us to label a large amount of PDF files, and Ango Hub has been excellent for this. Our PDFs are on S3, and importing them to the platform was easy, we just made a .json with links to our files and they were ready. The labeling itself, while there are shortcuts to learn at first, quickly becomes intuitive and after a while we got really fast. You can run full-text searches on PDF files which is a massive time-save. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** Some of the shortcuts can be a little clunky and not immediately obvious at first. You do get used to it but there is a learning curve. It's not immediately obvious how the "AI Assistance" plugins are installed and activated. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** We train models to automatically categorize and detect entities in documents, so we need annotation to do that. Ango Hub works for the purpose, and the Ango team is really responsive, even going as far as to implement small features just for our use cases. Overall we are happy with it and we’d recommend it. ### 4. A must have if you annotate datasets of multiple types **Rating:** 5.0/5.0 stars **Reviewed by:** Thomas N. | Digital Transformation Project Manager, Enterprise (> 1000 emp.) **Reviewed Date:** March 14, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** We have different models which need to be trained on different data types, one on audio and one on text transcripts. We like that with Ango Hub, we can just use one single platform to label both. Our labeling team is about 10 people and I like that we can see detailed statistics about everything that’s going on. Pricing is also very reasonable compared to other products like it. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** There is no function to zoom into audio waveforms, so if your audio file is really long, you’ll lose precision in the cut. I’m hopeful this can be fixed with an update. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** Other platforms only have either audio or text, it’s great to have both in one. This can be especially useful to teams dealing with customer sentiment analysis. ### 5. Fast, performant, and great team response **Rating:** 5.0/5.0 stars **Reviewed by:** David B. | ML Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** March 22, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** When we found that a small feature would help our workflow, we emailed Ango but thought nothing of it. The next day, the feature we wanted was added. The team’s quick response has been nothing short of amazing and we’re not sure this could have happened with other bigger platforms. Ango Hub has great performance and we’ve been able to complete our text classification tasks quickly and efficiently. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** Right now it’s not possible to label on platforms that aren’t desktop. While this is not a huge deal for us, I thought others might want to know. The export formats are currently limited to two, so you might need to do some conversion depending on your situation. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** Our model needs to be trained on classifying user reviews, and so far we have no complaints. The team responds quickly and clearly cares about customers. We're able to perform our labeling quickly and efficiently. ### 6. Great performance in image annotation **Rating:** 4.5/5.0 stars **Reviewed by:** Lia T. | ML Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** March 28, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** Our labeling projects consist of millions of images, and Ango Hub’s performance has been great. Adding files to Hub has been nearly instantaneous and everything feels snappy when loading. Huge kudos to the development team for that. Our annotators had a small learning curve at first but are now used to working on Hub and they too are pleased. The AI assistance features also saved us time thanks to the pre-trained models that are offered. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** The interface takes some time to get used to, not everything is immediately obvious. Most labeling platforms are not "standardized" among themselves it seems. Going over the docs once can help clear things out. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** Anyone that’s involved with ML in retail knows how crucial the data labeling process is. With Hub’s performance we were able to speed up the process significantly, and our annotators are happy using it too. ### 7. Neat AI Assistance features for image labeling **Rating:** 5.0/5.0 stars **Reviewed by:** Jonathan K. | Senior Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** April 18, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** Ango Hub has features that make it suitable for image labeling. The “Smart Scissors'' tool especially works quite well for inventory CCTV footage which is what we work with, it speeds up labeling quite significantly. The FrameCut feature also works but it’s not quite as good as the scissors. It also supports multi-layer TIF, which along with JPG is what we use most. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** It’s not immediately obvious how to activate or use the AI Assistance features without reading the documentation, as well as other features. Some things about the UI could be improved. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** Our datasets are composed of CCTV imaging, and Ango Hub deals with it well, with its handy AI assistance features and support for multi-layer TIF. Hub is affordable enough and it works well with our small team of labelers. ### 8. Great software for complex image annotation tasks **Rating:** 4.5/5.0 stars **Reviewed by:** Antonio V. | ML Executive, Small-Business (50 or fewer emp.) **Reviewed Date:** March 24, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** We’ve been shopping around for an image labeling software for a while and settled on Ango Hub. We chose it because of its great support for complex image labeling tasks. The interface makes it easy to create large polygons, copy-paste them, modify them, etc. Relations and rotated bounding boxes are a great bonus too, as well as the Smart Scissors tool. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** Not everything in the interface is immediately intuitive, it took a little at first to understand what everything did. Importing images is fast but requires you to make a .json. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** Our labeling needs are more complex than usual, and we found Ango Hub to be more than enough for all of our needs. It handles everything we throw at it well, quickly and with a great UX. ### 9. Very much ahead in document labeling **Rating:** 4.5/5.0 stars **Reviewed by:** Mert E. | Senior Product Designer, Enterprise (> 1000 emp.) **Reviewed Date:** January 14, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** Ango Hub is good with PDFs. You can have a group of people annotate the same PDF, and it’ll calculate their consensus score. You can highlight text or draw areas around other text, and it’ll do OCR for you. You can draw relations between labels intuitively. Overall its PDF features are ahead, as far as I can see. Other platforms ask you to convert PDFs to images which is just not convenient at all since you lose the text layer. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** It’s probably a pet peeve but Ango Hub is not really mobile friendly at the moment. Most users will use the platform from the desktop so it’s not a big issue, but sometimes I need to look at some of my colleagues’ annotations from my phone and it’s not perfect. I’ve emailed them about this and they did say it was in the pipeline though. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** We train our model on labeled PDFs, and until now, we couldn’t find a platform that did PDF labeling well. The best way I can describe Ango Hub is “feature-rich.” You can annotate your data in pretty much any way you can imagine. ### 10. Ango Hub works well in teams, allows for collaboration between annotators and reviewers **Rating:** 4.5/5.0 stars **Reviewed by:** Gaye E. | Procurement Executive **Reviewed Date:** December 21, 2021 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** Ango Hub is the first platform I have seen with strong collaboration features. Labelers can leave comments, open issues, flag certain labels, etc. You can also see a ton of labeling statistics right from the dashboard. We have a medium-sized in-house labeling team, so that comes in handy for us. The platform is simple to set up and use, and so far we haven’t had any issues with it doing image labeling. **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** It's easy to import data by drag-and-drop, but importing assets from the cloud right now requires you to make a .json with individual URLs. I wish there were a one-click import option from cloud storage. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** Ango Hub is great if you’re doing labeling with a team since it looks like Ango developed it with that in mind from the start. Whenever one of our team members has a problem labeling, it’s easy to troubleshoot and move on. ### 11. Ango Hub for AI Researchers "A friend in need is a friend indeed" **Rating:** 5.0/5.0 stars **Reviewed by:** BERKAY K. | PhD Candidate, Small-Business (50 or fewer emp.) **Reviewed Date:** March 04, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** Ango Hub is both a versatile and highly customizable platform. While it does offer precise and high accuracy labeling for most of the commodity machine learning application, it has a flexible architecture to be extended for special cases **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** The only negative feature is in terms of sharing the data, I believe in the future, there would be a drag-and-drop solution to escalate the initiation of the labeling process. **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** We worked on labeling youtube videos for the summarization task. Currently, there is no available platform that can provide video summarization labels. Moreover, we achieve a high consistency between the labelers which is a highly important aspect. ### 12. Exceptional delivery **Rating:** 5.0/5.0 stars **Reviewed by:** Cristian P. | Co-Founder, Small-Business (50 or fewer emp.) **Reviewed Date:** March 09, 2022 **What do you like best about iMerit Ango Hub Multimodal AI Platform?** The team was very well organized during our collaboration and progress was clear on a weekly basis **What do you dislike about iMerit Ango Hub Multimodal AI Platform?** I enjoyed everything, actually. The project went really well **What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?** The dataset for computer vision that we develop for waste collecting companies, in order to give feedback to generators on the quality of recyclable waste sorting ## iMerit Ango Hub Multimodal AI Platform Discussions - [What is Ango Hub used for?](https://www.g2.com/discussions/what-is-ango-hub-used-for) - [View iMerit Ango Hub Multimodal AI Platform pricing details and edition comparison](https://www.g2.com/products/imerit-ango-hub-multimodal-ai-platform/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-22+09%3A28%3A39+-0500&secure%5Bsession_id%5D=8630c268-6689-4b5c-a0b9-4bbf2daafcf2&secure%5Btoken%5D=bdc3b7a591ccd1310baa0506c2f765de981703314d5cfabb4a95bfecbca3db93&format=llm_user) ## iMerit Ango Hub Multimodal AI Platform Features **System** - Data Ingestion & Wrangling **Quality** - Labeler Quality - Task Quality - Data Quality - Human-in-the-Loop **Model Training & Optimization - Active Learning Tools** - Model Training Efficiency - Automated Model Retraining - Active Learning Process Implementation - Iterative Training Loop Creation - Edge Case Discovery **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training **Model Development** - Feature Engineering **Automation** - Machine Learning Pre-Labeling - Automatic Routing of Labeling **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 **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 **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 **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 iMerit Ango Hub Multimodal AI Platform Alternatives - [Domo](https://www.g2.com/products/domo/reviews) - 4.3/5.0 (987 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) - 4.3/5.0 (755 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) - 4.5/5.0 (749 reviews)