--- title: WhyLabs Reviews meta\_title: 'WhyLabs Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 27 reviews by the users' company size, role or industry to find out how WhyLabs works for a business like yours. aggregate\_rating: rating\_value: 4.6 review\_count: 27 scale: '5' date\_modified: '2026-08-07' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # WhyLabs Reviews & Product Details The ability to control and observe the health of AI applications is critical for the success and ROI of every experience powered by either predictive or generative AI models. WhyLabs enables teams to deploy AI applications responsibly and run them without failure. From Fortune 100 companies to AI-first startups, teams have adopted WhyLabs’ tools to monitor ML and generative AI applications. WhyLabs’ open source tools and SaaS observability platform surface drift, data quality issues, bias, and hallucinations. With WhyLabs, teams reduce manual operations by over 80% and cut down time-to-resolution of AI incidents by 20x. * * * Seller [WhyLabs](https://www.g2.com/sellers/whylabs) Discussions [WhyLabs Community](https://www.g2.com/products/whylabs/discuss) Solution Type Best-of-Breed Overview by Kelsey Olmeim Show More ## Pricing Pricing provided by WhyLabs. ### Starter Free ### Expert $125.00 Per Month [ View More Pricing Information ](https://www.g2.com/products/whylabs/pricing) ## Top-Rated Alternatives [ ![Arize AX](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Arize AX") Arize AX 4.3/5(58) ](https://www.g2.com/products/arize-ax/reviews) [ ![Databricks](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Databricks") Databricks 4.6/5(1,365) ](https://www.g2.com/products/databricks/reviews) [ ![Gemini Enterprise Agent Platform](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Gemini Enterprise Agent Platform") Gemini Enterprise Agent Platform 4.3/5(745) ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) [ View All Alternatives ](https://www.g2.com/products/whylabs/competitors/alternatives) ## User Insights Average based on 27 real user reviews. Perceived Cost $$$$$ Typical contract price $0k - $0k [Sign in to view](/login) Per Month [Log in to unlock pricing and user insights](/login) ![Verified User in Real Estate](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Real Estate") UR Verified User in Real Estate Enterprise (\> 1000 emp.) 8/2/2023 "A must have if you're organization is mature enough to use it" 4.5/5 What do you like best about WhyLabs? The core functionality is explicitly important when you are having AI/ML solutions running on production. Instead of spending time on manual checks (that can be prone to error) you can set up monitors to inform you if something is going wrong. It is flexible enough to build your cusotm metric and monitors which allows for versatile usage. What is highly important to me is the contact with WhyLabs team. Their support is superb which results in fact that even if something is difficult to implement, I know I have people who will help me get the best out of the platform. Review collected by and hosted on G2.com. What do you dislike about WhyLabs? Building custom monitors and metrics is a chellanging experience. I struggle sometimes with code issues so better FAQ or documentation could be helpfull to avoid them. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? We are having multiple user facing projects that are working on production. We need to know if their performance is deteriorating, if we see some bias, data drift or missing data. Review collected by and hosted on G2.com. Show More 11/19/2024 Current UserValidated ReviewerSource: Organic ![Rafael S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Rafael S.") RS Rafael S. Telematics Engineer Small-Business (50 or fewer emp.) 9/18/2024 "Developed efficient solutions for optimizing ERP workflows through data analysis" 4/5 What do you like best about WhyLabs? One of the standout features of WhyLabs is its robust data observability capabilities. It provides continuous monitoring of data pipelines and ML models, allowing teams to quickly identify issues like data drift, model degradation, and training-serving skew. The platform's privacy-preserving integration ensures that data can be analyzed without moving or duplicating it, which is critical for maintaining security and privacy in sensitive industries like healthcare and finance​ Review collected by and hosted on G2.com. What do you dislike about WhyLabs? One potential drawback of WhyLabs is its relatively limited user reviews and feedback due to its newness in the market, making it harder for potential users to gauge its real-world performance at scale. This lack of detailed reviews can raise concerns about its maturity and support infrastructure​.Additionally, since it’s a newer platform, some advanced features might still be in development, and there could be steep learning curves for teams unfamiliar with observability tools in machine learning​. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? Data quality issues: It helps detect and address data drift and data integrity problems early, which is crucial for maintaining accurate and reliable ML models​ Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Internet](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Internet") UI Verified User in Internet Mid-Market (51-1000 emp.) 11/19/2024 "Whylabs helped us setup end-to-end monitoring of our ML projects" 4/5 What do you like best about WhyLabs? \* The customer support is very helpful and proactive \* Tool allows for easy ingestion of big number of features and setting up initial monitoring on them \* We can use it to monitor both: input quality and model performance \* The alerts can be raised to specific group of users via specific channels (email/slack), which is helpful Review collected by and hosted on G2.com. What do you dislike about WhyLabs? \* It can be challenging to setup the monitoring in the correct way when it comes to sensitivty - it requires a lot of trial and error \* Some actions are not possible via UI and require specific API calls \* Documentation can be hard to navigate Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? Monitoring model performance and input data quality in one place. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Houssam K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Houssam K.") HK Houssam K. ML Engineering Manager Mid-Market (51-1000 emp.) 11/14/2024 "Excellent tool for ML Monitoring with many out-of-the box solutions" 4.5/5 What do you like best about WhyLabs? Great to collaborate with; very responsive; really appreciate their OHs to help out with issues that pop up; many out-of-the-box solutions for different kinds of ML models which really helped us out given the wide variety of ML models we run at the company. Review collected by and hosted on G2.com. What do you dislike about WhyLabs? Nothing major to mention! We got everything resolved and the team was very helpful. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? Data Drift and ML Monitoring Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Hiroshi O.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Hiroshi O.") HO Hiroshi O. Small-Business (50 or fewer emp.) 2/28/2024 "Easy Integration and Outstanding LLM Monitoring with WhyLabs AI Observatory" 5/5 What do you like best about WhyLabs? The foremost aspect that stood out for us was the ease of integration. It was quite straightforward, almost as same as the sample code to put LangKit into our LLM pipeline and upload it to WhyLabs. The getting-started docs were clear and concise. Even for companies with limited resources like ours, WhyLabs AI Observatory proves to be an accessible and easily adaptable solution. Review collected by and hosted on G2.com. What do you dislike about WhyLabs? The data visualization tools are highly capable, although there is some learning curve to master it. However, their customer success and support team are responsive, helpful, and have consistently gone above and beyond to ensure that we utilize the platform to its full potential. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? The monitoring capabilities of WhyLabs AI Observatory are the main reason why we use it. We have very limited control of external LLM services. WhyLabs provides alerts and insights into those LLM models, enabling us to identify and address potential issues promptly. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Verified User in Consulting](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Consulting") CC Verified User in Consulting Small-Business (50 or fewer emp.) 3/5/2024 "Self-Serve Observability Platform" 5/5 What do you like best about WhyLabs? WhyLabs is the second observability platform I have ever used, and I can say the core features I like about the platform is that it is easy to set up and implement the features, the checks and metrics were already pre-loaded so I did not need to do much in configuring the application, and monitoring was not difficult to get started with. It also integrates well with the serving and data libraries we used for the production tutorial setup. Review collected by and hosted on G2.com. What do you dislike about WhyLabs? Nothing so far, I only experienced a stability issues once (sometime in 2022), but support was able to help me quickly fix it. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? Since 2022, I have sparesely used WhyLabs to monitor the quality of datasets for one client and 2 customers (because it was not their core requirment but a nice piece of their stack to have). whylogs seemed like the perfect choice for a consultant that clients did not want to entirely release their data to; I found that it only captures the profile and stats info instead of the raw data here. Rcently, I started testing out LLM security features with LangKit and I cannot believe how quick it is to use. I followed a workshop few months ago that showed me how to detect jailbreak attempts and toxicity in LLM inputs and outputs using LangKit. Took that learning and now with a client's project, we have tested out logging the telemetary data from the evaluation to WhyLabs. Looks good so far, so once I upgrade the pricing limit for this client, we plan to scale our usage here. Excited about this one. Review collected by and hosted on G2.com. Show More 3/7/2024 Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Federico G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Federico G.") FG Federico G. Small-Business (50 or fewer emp.) 3/4/2024 "Top notch features at an affordable price" 5/5 What do you like best about WhyLabs? I've used WhyLabs for a few weeks and I was extremely pleased with it! I will evaluate some dimensions of the tool that summarize my experience with it. Easy Data Ingestion: The ingestion API is straightforward to use and supports multiple connectors such as BigQuery, Databricks, and Spark, making data importation easy. Whylabs' use of Data Profiling ensures fast and secure data processing, eliminating the need to upload entire datasets, and making all the process very secure, since your data doesn't leave your servers. Reliable Data Features: Whylabs delivers all standard feature metrics accurately. Tracking data and model drift is very straightforward using Monitors. Also, the platform supports custom metrics creation during or after ingestion. Grouping by variables (segments) works well but must be defined during ingestion. Then you can analyze dataset features and track model performance per segment. Flexible Monitors: The monitoring system in Whylabs is highly adaptable and user-friendly, covering multiple variables with ease. Monitors are easy to set up via the UI or JSON import, with summarized notifications for each monitor, keeping users informed without overwhelming them. Additionally, monitors are JSON serializable, which is very helpful since you can track them with version control. User-Friendly Usability: Whylabs have a clean and intuitive UI, simplifying navigation for users. While some advanced features may require programming knowledge, most tasks can be accomplished within the UI. Thanks to data profiling, Whylabs delivers speedy performance without compromising on accuracy. Solid Documentation: The documentation provided by Whylabs is comprehensive and easy to understand, enabling users to make the most of the platform. Pricing: It's simply cheaper than its competition while having top notch features. Customer Support: They are always very helpful, answering all our questions and having several calls showcasing us different uses cases directly on the platform. Overall, Whylabs offers a straightforward, efficient and affordable solution for monitoring Machine Learning models, with easy data ingestion, reliable feature analysis, and flexible monitoring options. Review collected by and hosted on G2.com. What do you dislike about WhyLabs? There are a few cons: - Dashboards are in beta, and while functional, they lack polish in terms of user interface. They are working actively on this, so probably a few months after this review this may be already fixed. - Defining groupings by variables must be done at ingestion time, limiting flexibility for post-ingestion analysis. That being said, they are very open to feedback and they may change or add features based on your needs. In our case, dashboards were important and they are working on them. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? It solves most of the ML model monitoring needs that ML models often have while being affordable. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite on behalf of seller AS Abdul Qadir S. Small-Business (50 or fewer emp.) 3/4/2024 "WhyLabs Platform - offering intuitive insights into AI model behavior." 4/5 What do you like best about WhyLabs? My experience with the WhyLabs Platform was enlightening, offering intuitive insights into AI model behavior and enhancing my understanding of AI observability. The best part of about the interface is its user friendly interface and comprehensive suite of analytics which provide valuable insights into AI model behavior and which would also enable a dashboard for data monitoring, model features. It also facilitates real time monitoring, ultimately enhancing efficiency of AI development processes. It also gives you the leverage to customise the model features as per the project requirement. Review collected by and hosted on G2.com. What do you dislike about WhyLabs? Few advanced customisation options for analytics is not available as of now, but as informed it would be available soon as an update in the platform. So that solves the downside down the line. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? The main things which is being helped with is the data observability and monitoring. It could help me to effectively integrate and monitor the behavior of AI models, enabling to detect issues like data drift, model degradation and biases. This in turn helps in mitigating risks and optimizing model performance. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Verified User in Transportation/Trucking/Railroad](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Transportation/Trucking/Railroad") UT Verified User in Transportation/Trucking/Railroad Mid-Market (51-1000 emp.) 2/27/2024 "Super powerful and simple" 5/5 What do you like best about WhyLabs? WhyLabs is so useful for debugging, maintaining, and developing production ML systems. It's portable, highly configurable, and provides unified visibility across a broad range of systems/services in a production ML ecosystem. It dramatically improves ML devops and is incredibly easy to get started. It integrates very easily with all the systems I've used, implementation is a breeze, and there's very low friction to get started. I've caught tons of issues using it. Review collected by and hosted on G2.com. What do you dislike about WhyLabs? I don't really have any complaints about it, it does its thing incredibly well for my use cases. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? Visibility and observability that is unified across all stages of ML dev and ops: model training, development, deployment, testing, etc. Importantly it integrates with a broad range of systems/languages. It accelerates development/deployment by provide great visibility. For ops, it has caught so many super costly issues which everything else misses, especially things related to train/serve skew or semantic drift. Seriously, it's a must-have for productionizing ML. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Verified User in Consulting](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Consulting") CC Verified User in Consulting Mid-Market (51-1000 emp.) 11/21/2024 "I built a monitoring solution with Whylabs for multiple ML models for a client of mine." 4.5/5 What do you like best about WhyLabs? The UI is very user friendly and the support team is extremely responsive and helpful. Review collected by and hosted on G2.com. What do you dislike about WhyLabs? Some features such as deleting a profile or changing the data type of a feature can only be done through the API. Review collected by and hosted on G2.com. What problems is WhyLabs solving and how is that benefiting you? Data and concept drift detection Model performance monitoring Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ## Pricing Options Pricing provided by WhyLabs. ### Starter Free ### Expert $125.00 Per Month ### Enterprise Contact Us [ View More Pricing Information ](https://www.g2.com/products/whylabs/pricing) WhyLabs Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_884a506c81897364f1c3d94fd3c746c4/arize-ax.png "Product Avatar Image") Arize AI 4.3/5(58) [ Compare Now ](https://www.g2.com/compare/arize-ax-vs-whylabs) ##### ##### WhyLabs Features Deployment Language Flexibility Framework Flexibility Versioning Management Cataloging Monitoring Monitoring Operations Metrics Collaboration [ View More Features ](https://www.g2.com/products/whylabs/features) ##### Categories on G2 [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) ##### Explore More [Most reliable software for managing projects](https://www.g2.com/discussions/most-reliable-software-for-managing-projects)[Best AI writing platforms for scaling blog production](https://www.g2.com/discussions/what-are-the-best-ai-writing-platforms-for-scaling-blog-production)[What's the best board management service for remote teams](https://www.g2.com/discussions/what-s-the-best-board-management-service-for-remote-teams) [Which incident response platform offers the fastest containment capabilities?](https://www.g2.com/discussions/which-incident-response-platform-offers-the-fastest-containment-capabilities)[Is a dedicated batch management platform worth it for a manufacturer already running SAP?](https://www.g2.com/discussions/is-a-dedicated-batch-management-platform-worth-it-for-a-manufacturer-already-running-sap)[Pros and Cons Details](https://www.g2.com/products/whylabs/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)