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Great ML Monitoring Platform + Excellent Customer Service
What do you like best about the product?
- intuitive UI
- NLP-related features
- excellent customer service and relationship management
- NLP-related features
- excellent customer service and relationship management
What do you dislike about the product?
- nothing :)
- one improvement could be to make alarms more actionable
- one improvement could be to make alarms more actionable
What problems is the product solving and how is that benefiting you?
Aporia helps us monitor our production ML models such that we can make sure they perform at their best.
A great ML monitoring platform!
What do you like best about the product?
Intuitivve interface that provides great insights on ML
What do you dislike about the product?
It would be great to have more events and automatic triggering
What problems is the product solving and how is that benefiting you?
We needed a platform to monitor our language models in production, so we would know where to do improvements and be on top of issues.
AI product Analyst
What do you like best about the product?
It's a fast developing and intuitive solution. They ask for feedback and implement solutions actively.
What do you dislike about the product?
I have nothing to dislike. They are fast to find solutions to their problems.
What problems is the product solving and how is that benefiting you?
It keeps monitoring new models easy.
Feature-rich ML monitoring platform who put their users first
What do you like best about the product?
In a space that is developing fast and offerings multiple competing solutions, Aporia set themselves apart by listening closely to what their users need and responding accordingly. Their platform is full of great features and they consistently adopt sensible, intuitive approaches to managing the variety of models, datasets and deployment workflows that characterize most ML projects. They actively seek feedback and are quick to implement solutions to address pain points and meet needs as they arise.
What do you dislike about the product?
Given that specialized monitoring platforms are still a relatively new feature of the ML industry, certain technical issues are still being ironed out, and Aporia is no exception. However, their rate of iteration and responsiveness to feedback means these issues are quickly resolved.
What problems is the product solving and how is that benefiting you?
Aporia offers a solution to a problem that more and more companies face as the commercial application of ML becomes more widespread. That problem is ensuring that machine learning models trained on historical data maintain their performance on new data seen in production, as data generation processes and target populations can differ between training and inference. This should be a primary focus for any company that hopes to use ML to produce long-term business value, and is also becoming increasingly more important from a regulatory perspective
Great user experience for a non trivial task
What do you like best about the product?
Great platform, working smoothly and easily integrates with dbx. I especially liked their support - super responsive!
What do you dislike about the product?
Its hard to think of something (maybe because they were actually very quick with their response).
What problems is the product solving and how is that benefiting you?
The biggest impact of Aporia was in the monitoring of our data. They make it easy to monitor any problems with our data without constantly worrying about anything breaking without you knowing it.
Great and easy to use monitoring tool
What do you like best about the product?
It's a great monitoring solution that's easy to integrate with an existing system, especially with the webooks. Customizable and smooth to operate. Kafka integration is a huge plus
What do you dislike about the product?
Not much to dislike. Having iceberg support in inferencedb would be anice feature, but Aporia team is very quick to implement features that their community needs
What problems is the product solving and how is that benefiting you?
It helps our data scientists to monitor ML models and be proactive when their involvement is needed.As for MLOps engineers, it's nice to have a kubernetes native hub for ML workloads
Excellent relationship management
What do you like best about the product?
Excellent relationship management for an evaluation; they flew in from Israel to support the eval in Austin, Texas. Their product was highly customizable, which was why we shortlisted them in the first place.
What do you dislike about the product?
There were no downsides that we experienced during the eval.
What problems is the product solving and how is that benefiting you?
Model observability and explainability in an enterprise ML platform.
Powerful monitoring for ML models
What do you like best about the product?
Surprisingly easy to deploy, especially comparing to other solutions we tried. The customization options are a key for us. We were able to implement our own performance metrics for each model, visualize them and get slack alerts when there are some issues.
What do you dislike about the product?
To be honest, nothing to dislike. Great product, with great support.
What problems is the product solving and how is that benefiting you?
Aporia is a valuable tool for keeping my models in good shape as a data scientist. The system provides real-time monitoring and early warning, allowing me to address any issues before they become more serious. This helps me maintain the quality and accuracy of my models, which is crucial for delivering value to our stakeholders.
the best ML observability tool out there
What do you like best about the product?
Super easy to use and does what it needs to do.
Also, the team is really responsive and open to help, collaboration, and advice.
Also, the team is really responsive and open to help, collaboration, and advice.
What do you dislike about the product?
Nothing!
it is really as seen on screen.
it is really as seen on screen.
What problems is the product solving and how is that benefiting you?
centralized monitoring and observability.
Central piece for all ML monitoring needs
What do you like best about the product?
Intuitiveness, support quality, speed of new feature implementation
What do you dislike about the product?
As with any fast-growing product, there can be some rough edges, but those are fixed quite promptly.
What problems is the product solving and how is that benefiting you?
Visibility into our ML model workings, both in technical and business terms.
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