Most of the users complained that the interface is a bit complex for novice users who do have not enough knowledge of using the tool. The tool focuses primarily on deployment, requiring additional tools like MLflow to handle experimentation aspects which are difficult for users to get.
You need additional tools to handle scaling and other operations and it does not support advanced features like A/B testing, model serving, etc. You can only monitor or log your procedures which is basic in any development procedure and you need extra things to complete deployment.
Because of all these limitations, most of the people want to go for other options. So, we have compiled a list of BentoML alternatives that provide prototyping, scaling, serving, coding, and many more.
There are up to 8 BentoML Alternatives. It has features like AI Developer Tools, Developer Tools, Development and Development website. The best alternative to BentoML is Datatron, which is Premium. The other best apps like BentoML are WhyLabs, Lightning AI, and Verta.
Pricing
BentoML Information
8 Best BentoML Alternatives
1: Helicone.ai
Helicone.ai is an AI-based platform that is specially created for developers to manage their data for their various development projects. The technology creates insights into user activity, automates complex work, and simplifies data processing. It provides 100% log coverage along with sub-millisecond latency impact to have high productivity in development.
2: Verta
Verta is an AI Workbench and Model Catalog Platform that provides amazing application development procedures for builders and developers. It provides dataset suggestions for testing, monitoring, and evaluating products. You can go with multiple models, automated testing, prompts, and automation to get quicker results.
3: Lightning AI
Lightning AI is an AI Development Platform that allows you to do more things while building any AI application. Like, you can run prototypes, simulations, batch jobs, queues, and many other things. You can build any type of product such as for personal use or enterprise use. You can build templates according to clients' demands and then share them with others.
4: Datatron
Datatron is an AI Monitoring and Governance Platform that provides scalability in the production of your AI tool. The platform is built to help data scientists so that they can gather their data and it's like an information management system. You can simplify cataloging, provisioning, managing, and deploying apps and models into production. Â Â
5: honeyhive.ai
honeyhive.ai is an AI Evaluation, Testing, and Project Management Platform that provides tools and techniques to make and ship AI products. Using it, you can improve your iteration processing so you can go with changes in the development. You can manage usage, feedback, performance, and quality levels to identify issues.
6: LangWatch
LangWatch is an AI User Analytics Platform that enables users to track and debug all procedures so they can minimize AI risks. It gives a comprehensive tools kit to visualize, manage, and evaluate your LLM apps to perform better. You can block undesired responses to work it out.
7: LLmonitor
LLmonitor is an AI Observability Platform that enables users to track analytics, usage, tracing, prompts, metrics, and cost. Using this app, you can monitor users, conversations, costs, and many other things. Using tracing, you can debug easily, inspect full requests, unit tests, labels, and create datasets. You can easily integrate it with other tools and host it by yourself.
8: WhyLabs
WhyLabs is an AI LLM Security and Observability Platform that enables users to manage every aspect of production management from quality to performance. You can get the insights and datasets to improve AI applications and block harmful interactions. The platform enables you to protect your AI application and ensures your application is secure.