JFrog ML (formerly Qwak) gives you all you need to deliver AI applications at speed, from idea to high-scale. Build, deploy, manage and monitor all your AI workflows, from GenAI and LLMs to classic ML, in a single platform.
MLOps Platform Built to Scale.
Chosen by the world’s best AI teams
Unified MLOps Platform
Train and Deploy Any Model
Build any model
Centralize model management from research to production, enabling team collaboration, CI/CD integration, and visibility into training parameters and metadata.
![Build AI and ML models with the qwak models registry](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/66618a27ae1b3b79798c3b90_MLOps%20-%20Building.png)
Easily train models
Train and fine-tune any model with one click on GPU or CPU machines, supporting all model types and enabling easy periodic retraining automation.
![Easily train and fine-tune any AI models with a single click with Qwak model training](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661a8038e30b19b02a7980f_MLOps%20-%20Training.webp)
Deploy models at scale
Deploy models to production at any scale with one click, serving them as live API endpoints, executing batch inference on large datasets or as streaming model connected to Kafka streams, with multi-version deployments.
![Deploy AI to production at any scale with Qwak model serving](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661a803497064e2e37dddf5_MLOps%20-%20Deploying.png)
Monitor models in real time
Monitor model performance, detect data anomalies, track input data distribution shifts, and integrate with tools like Slack and PagerDuty for real-time health and performance tracking.
![Monitor model performance and data anomalies in real time with Qwak model monitoring.](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661a8034863ec5404a7021a_MLOps%20-%20Monitoring.webp)
Develop LLM Applications
Manage prompts and track versions
Manage prompts with a single registry, allowing prompt creation and deployment in production, team collaboration, experimentation, version tracking, and a dynamic prompt playground.
![Manage prompts, track prompt versions, and seamlessly collaborate with your team with Qwak Prompt Management](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661aa8e36860c32ec3e9600_LLMOps%20-%20Prompts.webp)
Deploy optimized LLMs in one click
The Qwak LLM Model Library provides effortless deployment of optimized open-source models such as Llama 3, Mistral 7b, and more. Models can be deployed in just one click on your cloud or ours and automatically scale.
![LLM fine tuning on the Qwak LLM platform](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661aa8e086924762d56e475_LLMOps%20-%20Fine-tuning.webp)
Build complex workflows
Create and visualize complex LLM flows. Implement shadow prompts deployments to thoroughly test and refine them before rolling out your workflow into production.
![Easily organize and visualize complex LLM flows with Qwak workflows for LLM applications.](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661aa8ebdfcfd2e258fe8fd_LLMOps%20-%20Workflows.webp)
Trace LLM requests
Trace and inspect any workflow for LLM applications with ease. View all requests in one place, gain complete visibility, and debug your LLM workflow in seconds. Track prompt content, model inference calls, and latency.
![Easily trace any workflow for simple LLM debugging and Qwak LLM tracing](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661aa8e147d8be47ddb8599_LLMOps%20-%20Tracing.webp)
Monitor LLM applications
Monitoring LLMs in production for optimal performance and reliability. Track metrics like response time and identify issues quickly. Integrate with tools like Slack and PagerDuty.
![Monitor LLM pipelines and LLM applications with Qwak monitoring](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661aa8ebdf0c805fb2411ea_LLMOps%20-%20Monitoring.webp)
Transform Your Data
Manage all features
The entire feature lifecycle managed in one feature store, allowing feature collaboration, ensuring consistency, and enhancing reliability in feature engineering and deployment.
![The entire feature lifecycle managed in one feature store the Qwak Feature Store](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661ab765f5cd6278d3c241f_Feature%20Store%20-%20Feature%20Store.webp)
Ingest data from any source
Ingest data from warehouses and multiple sources, process and transform features, store them in a feature store, and create features and build data pipelines with custom transformations across various data sources.
![Ingest data from warehouses and multiple sources, process and transform features, store them in a feature store.](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661ab76136cc1016dbd4a23_Feature%20Store%20-%20Data%20Pipelines.png)
Store vectors at scale
Store embedding vectors at scale to supercharge your ML and AI applications by ingesting data from any source, converting it to embedding vectors, performing vector search, finding similarities for recommendation engines and RAG pipelines to enhance LLM applications.
![Store embedding vectors at scale to supercharge your ML and AI applications with the Qwak vector store](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ab/6661ab7643e35a653ad7e482_Feature%20Store%20-%20Vector%20Store.webp)
![](https://cdn.prod.website-files.com/64b3ee21cac9398c75e5d3ac/656ee93ba96bc95cee71c566_notion%20-%20LARGE.png)
Your entire AI/ML lifecycle in a single MLOps platform
Scale your AI/ML workflows with ease, eliminating the hassle of managing multiple tools and systems for your AI deployments.
Feature engineering & data pipelines
Remove the complexity of scalable feature engineering with the JFrog ML Feature Store & AI Platform in one. Gone are the days where you need high data loads to constantly update features and efficiently manage and scale data operations.
Collaborate with all stakeholders in one place
A single platform for ML engineers, data scientists, product managers, and AI practitioners to work on all AI projects in perfect sync.
Scalable model deployment
Deploy and fine-tune any model, including any embeddings models, open-source LLMs and more.