Model Monitoring & Oversight
API toolkit for on-demand access to human-in-the-loop workforce to oversee and monitor production AI models.
Deploy reliable AI models you can trust
Model Monitoring & Oversight automates systematic review of model inference to help AI teams observe and improve models in production:
- Exception handling: resolve low-confidence inferences and edge cases for production workflows.
- Model monitoring: measure and monitor the accuracy and reliability of computer vision models against human-verified ground truth.
- Quality assurance (QA): comprehensive, 100% examination of all data to provide the highest level of quality assurance.
- Model auditing: independently verify production models’ behavior against key risk frameworks from a trusted third party.
- Model improvement: analyze efficacy and identify model performance issues and improvements in AI models.
Annotation Types Supported
Optimize your AI models with high-quality 2-D image and video annotation.
Image Classification
AI-assisted annotation models continuously adapt to your data, getting better at predicting labels, including image tags and label attributes. Categorize images based on their visual content with a few simple clicks.
Object Detection
AI-assisted annotation models continuously adapt to your data, getting better at predicting labels, including bounding boxes. Identify and locate objects within images or videos in record time.
Instance Segmentation
AI-assisted annotation models continuously adapt to your data, getting better at predicting labels, including masks and polygons for object classes. Delineate between each specific instance of objects within an image in no time at all.
Semantic Segmentation
AI-assisted annotation models continuously adapt to your data, getting better at predicting labels, including masks and polygons for semantic classes. Group different parts of an image into distinct segments with pixel-perfect precision.
Keypoint Annotation
Our best-in-class tooling and data annotation services support keypoint annotations for use cases, including movement tracking, facial recognition, and pose estimation. Mark specific points of interest on an object within an image–it’s fast and simple.
Video Understanding
Our best-in-class tooling and data annotation services support video annotation for use cases, including human activity recognition, action recognition, and event recognition. Analyze and interpret the content and context of a video in a flash.
Why you need Model Monitoring & Oversight
Improve model reliability and deploy into production with confidence.
Faster time to market
Boost competitive advantage and operational efficiency by getting AI models into production faster to enhance business agility, reduce time-to-market for new features or products, and enable real-time data driven decision making.
Improve your MLops
Streamline ML operations by minimizing disruptions, maintaining consistent performance under unforeseen circumstances, and enhancing your AI model’s ability to recover quickly from errors and anomalies.
Increase revenue and margin
Improve operational efficiencies, drive personalized customer experiences, accelerate time to market, and improve model performance through enhanced exception handling, model monitoring, and QA.
Reduce incidents
Reduce the number of incidents and mean time to resolve (MTTR) by detecting and rectifying model degradations faster.
Is your AI model struggling in the real world? Join the Beta.
Join the Beta for your 2-D image and video computer vision models producing inferences, so you can integrate with the human-in-the-loop API to build greater confidence in your models' output and performance.
Why CloudFactory?
Quality, Speed, and Scalability
Combination of innovative AI technology, comprehensive solutions, and human expertise that delivers the quality, speed, and scale your data and models need.
AI-Powered Automation
Automation that continuously adapts to your AI initiatives and specific use case needs.
Critical Insights
We’ll let you know when something isn’t working so your data and models can achieve maximum accuracy and performance.
Security and Confidentiality
Dedicated to process excellence, data security, and compliance—ISO 9001:2015, ISO 27001, SOC 2, HIPAA, and GDPR.
Experience and Service
Deep workforce expertise developed over 8M hours of fine-tuning and perfecting AI data and models.
Get to Market Faster
Our proven operational methodologies across the entire AI lifecycle bring you the best results sooner, with less effort.
We’re driving better oversight and observability in our production AI models. Through our partnership with CloudFactory’s Model Monitoring & Oversight, we’re improving monitoring and proactively detecting model degradations faster to minimize downtime.
Leonard Grazian
Engineering Manager, GameChanger
700+ innovative clients trust us with their AI projects
Join the Beta
Fill out this form to speak to our team about joining our Model Monitoring & Oversight Beta, and how we can help you monitor your models in production.