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Comprehensive Model Monitoring with Excellent Enterprise Support
What do you like best about the product?
Very detailed & strong monitoring for model performance and reliability. Integrates with many ML platforms and supports large scale production models. Good for regulated or enterprise environments (compliance, bias monitoring etc.). Offers more out of the box features for enterprise model monitoring. The support team is knowledgeable and responsive
What do you dislike about the product?
The cost can be high, particularly for smaller teams or simpler use cases. The initial setup & configuration can be complex, needs expertise. Because it’s very feature rich, the interface and breadth may be overwhelming.
What problems is the product solving and how is that benefiting you?
Aporia helps teams keep an eye on their AI or machine learning models, checking if they’re working properly, if results are becoming less accurate, or if any data or bias problems appear.
Essential ML monitoring but now part of bigger platform
What do you like best about the product?
The range of features is impressive—it can detect data drift, bias, data integrity issues, and performance degradation in production ML models. The platform is very user-friendly, offering a straightforward monitor builder that allows you to set up over 50 customizable monitors within minutes. Implementation was fast; I was able to access detailed dashboards for live models just minutes after integrating. I use it daily to monitor production models. Integration is flexible, supporting both automated monitors and code-based Python monitors for custom logic. AI guardrails are effective at detecting and resolving errors in real time, including hallucinations and prompt attacks. The embedding monitoring feature is also valuable for optimizing language model performance.
What do you dislike about the product?
Since Coralogix acquired in December 2024, the future direction of the product has become uncertain, as it is now being integrated into a broader platform. Access now requires a full Coralogix subscription, which is pricier than when Aporia was available as a standalone product. Customer support has also been in a state of transition following the acquisition. The custom dashboard builder presents a learning curve, especially for more complex scenarios. Additionally, the documentation could offer more depth for those seeking advanced customization. Some features still feel like they are in the early stages and would benefit from further refinement.
What problems is the product solving and how is that benefiting you?
I use it for monitoring ML models in production—tracking data drift, detecting bias, monitoring performance degradation, and setting up guardrails for LLM applications to prevent hallucinations and security issues.
Aporia saved our SaaS platform from AI chaos.
What do you like best about the product?
Aporia’s real-time model monitoring is a godsend, it flags data drift and performance hiccups instantly, so our recommendation engine stays on point. I love the clean dashboards. Last month, I used them to show our CTO why our churn predictions were off, and we fixed it in a day instead of weeks. Setting it up with our Snowflake data warehouse was a snap, and the Slack alerts keep our team in the loop without micromanaging.
What do you dislike about the product?
The lack of native support for our legacy MySQL setups meant we had to patch together some connectors, which was a pain for our lean developers team. Also, the advanced analytics can overwhelm new users, our intern spent a week getting the hang of custom monitors because the tutorials assume more experience.
What problems is the product solving and how is that benefiting you?
Our SaaS platform was bleeding users because our AI-driven churn predictions kept missing the mark, and our engineers were stuck manually digging through logs to find out why. Aporia’s automated drift detection and clear explainability reports have cut our troubleshooting time by half and boosted prediction accuracy by 18%, driving a 10% uptick in user retention. This has freed our team to ship a new personalization feature three months ahead of schedule, which just helped us close a $2M enterprise deal by proving our AI’s trustworthiness.
A Smart and Reliable Platform for Monitoring Machine Learning Models
What do you like best about the product?
What I like most about Aporia is how effortlessly it brings transparency and control into our machine learning workflows. The interface is clean and intuitive, so we can quickly detect and investigate issues in production models without needing endless dashboards or manual checks. I also appreciate how easy it was to integrate Aporia with our existing ML stack, including frameworks like TensorFlow and scikit-learn. The support team is knowledgeable and responsive, always ready to clarify technical details or guide us through new features.
What do you dislike about the product?
Aporia works exceptionally well overall, but the initial configuration for complex environments can be a bit time-consuming. Once everything is connected, it runs smoothly, but setting up detailed monitoring for several models at once might require additional tuning. That said, their documentation and support make the process much easier.
What problems is the product solving and how is that benefiting you?
Aporia helps us detect model drift, data inconsistencies, and performance degradation in real time, issues that would otherwise take days to identify manually. It has significantly reduced downtime and improved model reliability, ensuring that our predictions stay accurate and trustworthy. By consolidating all monitoring data into a single, unified view, Aporia saves us time and improves collaboration between data science and engineering teams. Its automation and alerting features also mean we can respond to issues faster and more confidently.
"My View on Aporia: A Real time Monitoring Tool"
What do you like best about the product?
You don't have to configure any code to use Aporia, It is one of the best Monitoring tool for Business Use cases.
What do you dislike about the product?
It has an Inbuilt monitoring tool, it doesn't offer features for model training, versioning or deployment
What problems is the product solving and how is that benefiting you?
I want a proper tool to trigger an alerts when threshold is breached, also it should monitor the tool with precision, accuracy, recall options to cater all these needs, this is the best tool.
Try Aporia for a different experience
What do you like best about the product?
AI observability platform that empowers companies to deploy and manage AI products responsibly and efficiently.
What do you dislike about the product?
Efficiency, user friendly and over all easy step by step approch
What problems is the product solving and how is that benefiting you?
using AI to fast track work and to maximize Productivity
One of the most effective tools for its ease of use
What do you like best about the product?
I loved the way Aporia handles queries irrespective of the format and allows for effective interpretation with high accuracy
What do you dislike about the product?
Off topic outputs could be improved down the line.
What problems is the product solving and how is that benefiting you?
Aporia is providing a cost effective way to manage the infrastructure for all of ur ML workloads.
User friendly, customisable AI guardrails
What do you like best about the product?
Great user experience, works well even for users who don't have data science training. Works with a variety of models and is customisable as per the needs.
What do you dislike about the product?
Can't think of anything specific. Looking forward to more features
What problems is the product solving and how is that benefiting you?
Aporia helped me feel more confident in the Generative AI my team is using. As a part of a customer facing team, I feel more secure knowing that there is safety infrastructure in place.
Best AI control platform there is out there
What do you like best about the product?
What I love about Aporia are the robust features that allow me to streamline the monitoring process of all my AI products.
It is easy to set up and higly intutive.
It is easy to set up and higly intutive.
What do you dislike about the product?
So far, it's been a smooth ride with Aporia. Could not find any issues.
What problems is the product solving and how is that benefiting you?
Using for Real-time monitoring control over all my AI apps.
Guardrails for AI
What do you like best about the product?
Easy to use, great interface. Makes it easy to prevent future issues with AI
What do you dislike about the product?
Just started so I have nothing specific for now
What problems is the product solving and how is that benefiting you?
prevent hallucination
make sure the AI is safe from prompt injections
make sure the AI is safe from prompt injections
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