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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.
Made model monitoring super easy for us
What do you like best about the product?
Comprehensive dashboarding options and flexible integration options
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 gives us an excellent level of observability and drifts detection for our predictions and features
Good MLMonitoring Service
What do you like best about the product?
The GUI is very easy to use and it was very easy to setup setup to monitor models here and also get live alerts. The alerts where sent to slack and as well as on emails.
What do you dislike about the product?
There are not many alerts options such as webhooks or apps scuh as telegram or discord. Provide a minimum cost of professional unless email is provided for custom pricing.
What problems is the product solving and how is that benefiting you?
While making our application, my team used this to monitor the ML anomaly and allowed my team to make changes as per the requirements. The community plan has lots of features making monitoring and performance analysis easy.
NextGen AI
What do you like best about the product?
Best for process simplification using AI
What do you dislike about the product?
No negative from my side. Best interface
What problems is the product solving and how is that benefiting you?
Data processing and evaluating
Process simplfy
Process simplfy
Delivery Manager
What do you like best about the product?
Monitor dashboard is simple and easy to use. Configurations are step-by-step guided and recommendations are given.
What do you dislike about the product?
Less components could be integrated to Aporia at the moment. We would like to see more components to be supported in the future e.g. those enterprise platform and services.
What problems is the product solving and how is that benefiting you?
We are assessing whether Aporia is suitable for our company's customer portal. We are using the internal Aporia model to evaluate the features within Aporia.
Recommendations to others considering the product:
It is a good prediction platform for small and medium businesses.
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