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iMerit Ango Hub Multimodal AI Platform Reviews & Product Details

iMerit Ango Hub Multimodal AI Platform Overview

What is 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 Details
Product Website
Languages Supported
English
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Product Description

iMerit is a leading multimodal AI solutions company providing high-quality data for predictive AI machine learning and RLHF for generative AI model fine-tuning. iMerit is unique in bringing together the required technology, talent and techniques to achieve successful AI into a single cohesive solution. The value iMerit provides results in the highest quality data, while providing greater efficiency and accuracy for taking your AI to production. iMerit has been providing AI solutions across computer vision and natural language processing for large enterprises for the past 10 years. With over 5,000 full time employees around the world and a supplemental workforce of domain specialists, this extensive knowledge and deep domain expertise is brought into every project. Predictive AI: Tools and services for data annotation, data labeling, data enrichment, synthetic data creation, edge case solutions, anomaly analysis, simulation and testing. Generative AI: Tools and services for model evaluation and fine tuning with domain specific experts. Such as - Prompt response generation, RLHF, model output QC, bias assessment, hallucination review, model bias evaluation, and red teaming. iMerit’s solution is powered by the iMerit Ango Hub platform, a versatile all-in-one platform for building data pipelines that combine automation with scalable human-in-loop (domain experts), to leverage human intelligence and oversight for high quality outputs. The platform brings together custom workflow design, model integrations, automation, bespoke tooling, human-in-loop engagement and pipeline analytics into a single platform. The platform is available in the Cloud and On-premise, in full service or SaaS only options. iMerit Ango Hub supports all data types, including image, text, video, audio, 3D point clouds and many more. These data types can be used as single asset types or in multimodal or sensor fusion scenarios. iMerit multimodal AI solutions enable AI/ML teams to be faster, more precise, and efficient in their product development.

How do you position yourself against your competitors?

With over 5,000 full time employees and thousands of additional domain specialists, iMerit brings together a unique combination of technology, talent and techniques for producing high quality data for improving model performance

Due to the technology and employees, iMerit is one of the most trusted, reliable, and secure companies in the data annotation and model fine tuning market.

The automated tools and processes throughout the ML DataOps lifecycle accelerate your data pipelines and reduce the manual tasks that harm quality and throughput. iMerits' real-time reports and dashboards enable more efficient monitoring and QC, as well as actionable insights and performance metrics.


Seller Details
Company Website
Year Founded
2012
HQ Location
San Jose, CA
Twitter
@iMeritDigital
1,368 Twitter followers
LinkedIn® Page
www.linkedin.com
5,346 employees on LinkedIn®
Description

iMerit is a leading AI data solutions company providing high-quality data across computer vision, natural language processing, and content services that power machine learning and artificial intelligence applications for large enterprises. iMerit provides end-to-end data labeling technologies and solutions to Fortune 500 companies in a wide array of industries including agricultural AI, autonomous vehicles, commerce, geospatial, government, financial services, medical AI, and technology. iMerit is headquartered in the United States, with large CV and NLP teams in India, the US, Bhutan, and Europe. iMerit investors are Omidyar Network, Dell.org, Khosla Ventures, and British International Investment, visit imerit.net.


Brett H.
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Recent iMerit Ango Hub Multimodal AI Platform Reviews

Verified User
C
Verified UserSmall-Business (50 or fewer emp.)
5.0 out of 5
"Easy to use. Very intuitive"
Ango Hub is a solid platform for organizations that need high-quality labeled data for complex AI/ML projects. Its focus on workflow management, cu...
JK
Jonathan K.Mid-Market (51-1000 emp.)
5.0 out of 5
"Neat AI Assistance features for image labeling"
Ango Hub has features that make it suitable for image labeling. The “Smart Scissors'' tool especially works quite well for inventory CCTV footage w...
Lia T.
LT
Lia T.Mid-Market (51-1000 emp.)
4.5 out of 5
"Great performance in image annotation"
Our labeling projects consist of millions of images, and Ango Hub’s performance has been great. Adding files to Hub has been nearly instantaneous a...
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iMerit Ango Hub Multimodal AI Platform Media

iMerit Ango Hub Multimodal AI Platform Demo - Auto Detect with AI Assistance
Auto-labeling of objects in a frame with a highly-trained ML model for improved efficiency
iMerit Ango Hub Multimodal AI Platform Demo - Segmentation on iMerit Ango Hub
The Segmentation labeling tool allows you to segment an image, and provides you with useful utilities to make sure no pixel is left out of your segmentation.
iMerit Ango Hub Multimodal AI Platform Demo - iMerit Ango Hub Custom Workflow
Achieve maximum accuracy and efficiency in your training data operations with our custom workflow builder to support pre-labeling, production, quality control, and auditing. With a simple drag-and-drop interface, using, refining, and reusing workflows across projects is a snap. API functionality ...
iMerit Ango Hub Multimodal AI Platform Demo - OCR on iMerit Ango Hub
Optical Character Recognition (OCR) to detect, transcribe, and localize the text on an image
iMerit Ango Hub Multimodal AI Platform Demo - Magnetic Lasso on iMerit Ango Hub with AI-assistance
Interactive tool for encapsulating objects within a polygon to detect object boundaries
Generative AI Plugins on the iMerit Ango Hub
Play iMerit Ango Hub Multimodal AI Platform Video
Generative AI Plugins on the iMerit Ango Hub
iMerit Ango Hub Workflow Functionality
Play iMerit Ango Hub Multimodal AI Platform Video
iMerit Ango Hub Workflow Functionality
Evaluate Text-to-Image Generative AI Models on iMerit Ango Hub
Play iMerit Ango Hub Multimodal AI Platform Video
Evaluate Text-to-Image Generative AI Models on iMerit Ango Hub
iMerit Radiology Annotation Suite Demo
Play iMerit Ango Hub Multimodal AI Platform Video
iMerit Radiology Annotation Suite Demo
Fine Tune Multi-Modal LLMs on iMerit Ango Hub
Play iMerit Ango Hub Multimodal AI Platform Video
Fine Tune Multi-Modal LLMs on iMerit Ango Hub
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12 iMerit Ango Hub Multimodal AI Platform Reviews

4.8 out of 5
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G2 reviews are authentic and verified.
Verified User in Automotive
CA
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Seller invite
Incentivized Review
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. Review collected by and hosted on G2.com.

What do you dislike about iMerit Ango Hub Multimodal AI Platform?

The complexity of the platform might require dedicated training. Review collected by and hosted on G2.com.

What problems is iMerit Ango Hub Multimodal AI Platform solving and how is that benefiting you?

Data labeling from camera imagery Review collected by and hosted on G2.com.

Ezra O.
EO
Modeling Specialist
Small-Business(50 or fewer emp.)
Validated Reviewer
Verified Current User
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

IA
Credit Risk Strategies Specialist
Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

Thomas N.
TN
Digital Transformation Project Manager
Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

David B.
DB
ML Engineer
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

Lia T.
LT
ML Engineer
Mid-Market(51-1000 emp.)
Validated Reviewer
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

JK
Senior Manager
Mid-Market(51-1000 emp.)
Validated Reviewer
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

AV
ML Executive
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

ME
Senior Product Designer
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

Gaye E.
GE
Procurement Executive
Validated Reviewer
Review source: Organic
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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.

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. Review collected by and hosted on G2.com.