To be considered for the MLOps Platforms category, a product should meet the following criteria: * Platform for Monitoring and Management: The product must provide a comprehensive platform for monitoring and managing machine learning models. This includes features for tracking model versions, monitoring performance metrics, and managing model lifecycles. * Integration into Business Applications: It should allow users to seamlessly integrate machine learning models into various business applications across the company. This integration capability ensures that models can be effectively deployed and utilized within the existing infrastructure. * Health and Performance Tracking: The product must enable users to track the health and performance of deployed machine learning models in real-time. This involves monitoring key indicators such as accuracy, latency, resource utilization, and model drift to ensure optimal performance. * Holistic Management Tool: It should provide a holistic management tool that offers insights into all models deployed across the business. This includes features for model governance, compliance monitoring, and centralized visibility into the entire model ecosystem. Meeting these criteria ensures that the product offers robust capabilities for managing machine learning operations effectively within an organization.
Google Cloud Platform
Google Cloud Platform (GCP) provides cloud computing services including computing, data storage, analytics, and machine learning for application development and management.
Microsoft Fabric
Microsoft Fabric is an integrated platform for data management and analytics, providing tools for data engineering, real-time insights, and collaboration across enterprises.
Databricks
Databricks is a unified platform for data analytics that integrates data engineering, data science, and business analytics using Apache Spark.
Replicate
The Replicate app allows users to run and fine-tune open-source AI models and deploy custom models using a simple API.
SAP
The SAP app streamlines business operations by integrating functionalities for finance, HR, sales, and supply chain management to enhance efficiency and decision-making.
Labelbox
Labelbox is a platform for building AI applications, enabling users to label data, train models, and automate tasks effectively.
SAS
The SAS app provides advanced analytics and AI tools for data management and business intelligence, supporting decision-making across various industries.
Dataloop
Dataloop is an AI development platform that simplifies data management, annotation, and model deployment for developers, data scientists, and engineers.
Weights & Biases
Weights & Biases is an AI development platform for tracking experiments, optimizing models, and collaborating on machine learning projects across various frameworks.
PI.EXCHANGE
PI.EXCHANGE is a no-code data science and ML platform that enables users to easily build and deploy predictive models quickly, automating repetitive tasks.
V7
V7 is an AI data engine for computer vision. It offers tools for data annotation, management, and collaboration across various industries for training AI models.
Openlayer
Openlayer is an evaluation workspace for AI, used to test, track, version models, and monitor production requests for startups and Fortune 500 companies.
Kili Technology
Kili Technology helps enterprises efficiently label data to create high-quality datasets for custom AI models, reducing errors in training data.
Segments.ai
Segments.ai is a data labeling platform for multi-sensor data, offering tools for image, video, and point cloud annotation, with support for various cloud services and ML frameworks.
Scale AI
Scale AI provides a platform for data curation, labeling, and model evaluation, enabling organizations to develop and deploy AI applications effectively.
Bria
Bria is a visual generative AI platform for creating custom visual content, designed for commercial use with a focus on ethical practices and licensed data.
Comet
Comet is a machine learning platform that helps teams track, compare, and improve models throughout the machine learning lifecycle.
Edge Impulse
Edge Impulse is a platform that enables developers to create, train, and deploy machine learning models on edge devices efficiently.
Encord
Encord is a platform for managing AI training data, enabling efficient annotation, model testing, and data organization for machine learning applications.
SuperAnnotate
SuperAnnotate is a platform for annotating and managing datasets for AI, supporting various annotation types with automation and collaboration features.
Statsig
Statsig is a product experimentation platform for managing feature rollouts and running data-driven experiments to optimize applications across various platforms.
Robust Intelligence
Robust Intelligence provides automated protection for AI applications, detecting vulnerabilities and enforcing security measures to ensure safe deployment.
OctoAI
OctoAI provides infrastructure for running, tuning, and scaling generative AI applications, enabling developers to integrate and customize powerful AI models.
Portkey
Portkey is a control panel for managing AI applications, offering features for routing requests, ensuring reliability, tracking performance, and managing security.
Katonic.ai
Katonic.ai is a no-code generative AI platform that allows enterprises to build AI applications for content generation, data processing, and task automation.
Model Share
Model Share is an AI MLOps platform for managing ML projects, tracking progress, and deploying models, featuring a database for reusable models and code sharing.
Saturn Cloud
Saturn Cloud is a cloud-based ML platform for data science that enables users to develop, deploy, and manage data pipelines with flexible resources and integration tools.
hasty.ai
Hasty.ai offers a platform for rapidly labeling images and videos using AI-assisted technology, producing high-quality data for AI model development.
VESSL AI
VESSL AI streamlines the building, training, and deployment of machine learning models with managed infrastructure and tools.
TrueFoundry
TrueFoundry is a PaaS for machine learning teams to build, deploy, and manage AI applications efficiently on their own cloud or on-premise infrastructure.
Credo.ai
Credo.ai is an AI governance platform that automates oversight, risk management, and compliance with global regulations for responsible AI use in enterprises.
WhyLabs
WhyLabs offers tools for real-time monitoring and management of AI applications, enhancing model performance and ensuring data quality while reducing operational overhead.
neptune.ai
Neptune.ai is an app for logging, organizing, and sharing ML model metadata, facilitating collaboration and integration with various MLOps setups.
Arize AI
Arize AI is a platform for monitoring and evaluating AI models in production, aiding developers in performance tracking, debugging, and improving AI applications.
Superwise
Superwise.ai monitors and ensures the performance of AI models in production, helping organizations manage risks and optimize decision-making.
Labellerr
Labellerr is a platform for efficient image labeling, providing quality annotations for computer vision models with features for collaboration and guideline management.
CoreWeave
CoreWeave provides scalable GPU cloud computing resources mainly for AI, ML, VFX, and rendering, optimized for performance and cost-efficiency.
Mona
Mona provides monitoring tools for data, models, and processes, helping teams identify and fix performance issues in AI and automation workflows.
Modelshop
Modelshop allows users to create and deploy AI models without coding, enabling faster implementation of intelligent solutions in business processes.
Rasgo
Rasgo enables users to query enterprise data warehouses using natural language, converting requests to SQL and uncovering insights automatically.
Modular
The Modular app enables developers to create and deploy applications using independent, self-contained modules for improved flexibility and reusability.
Arthur
Arthur app helps optimize AI model operations in accuracy, explainability, and fairness for data scientists and business leaders.
Datature
Datature is a no-code platform for managing datasets and training computer vision models, facilitating collaboration and deployment for various industries.
JFrog
JFrog is a DevOps platform for managing software delivery, providing artifact management, CI/CD automation, and security across multiple deployment environments.
Verta
Verta is a platform that helps organizations manage the entire lifecycle of machine learning models, from development to deployment and governance.
Qwak
Qwak is an AI platform for managing the lifecycle of machine learning models, enabling data transformation, model training, deployment, and monitoring in one place.
Gurobi
Gurobi is a mathematical optimization solver used to efficiently solve complex optimization problems across various industries for improved decision-making.
Imandra
Imandra is a cloud-native automated reasoning engine that analyzes and optimizes algorithms for reliability and efficiency in complex software systems.
Deeploy
Deeploy offers a platform for organizations to implement explainable and accountable AI models, fostering collaboration between AI creators and users.
Kognic
Kognic is a data management platform that processes and analyzes large datasets for ADAS/AD systems, aiding in data-driven decision-making and efficiency.
MLJAR
MLJAR is a data science platform that simplifies machine learning by automating model selection and deployment, with tools for coding, data exploration, and user support.
ZenML
ZenML is an open-source MLOps framework that helps users create, manage, and deploy machine learning pipelines across different environments.
Kolena
Kolena is an ML testing platform that enables teams to test model performance, identify failure modes, and track gaps for better understanding and communication.
ClearML
ClearML is an open-source AI platform that streamlines the creation, deployment, and management of machine learning workflows for enterprises.
UbiOps
UbiOps is a platform for deploying, managing, and monitoring data science and AI models as web services, enhancing productivity and scalability for analytics workflows.
Veritone
Veritone Attribute provides near real-time performance metrics for broadcast advertisements, correlating them with website analytics to enhance marketing attribution for media broadcasters.
Faros AI
Faros AI consolidates engineering data for improved visibility in software development, facilitating decision-making and resource allocation through integrated analytics.
Picsellia
Picsellia is an AI development platform for image processing, enabling users to manage data, track experiments, deploy models, and monitor performance effectively.
InRule
InRule is a cloud platform to create, manage, and deploy business rules, decision logic, and workflows, with explainable AI and governance for real-time automated decisions.
Hopsworks
Hopsworks is a collaborative ML platform featuring a modular feature store for managing machine learning features, enabling efficient model deployment and real-time data processing.
Solutions
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