AI Data
Achieve faster deployment with high-quality, structured datasets that fuel model accuracy and performance.
Achieve Unmatched Data Accuracy
Count on quality data with our AI data platform and expert services, driving better decision-making, enhanced efficiency, and a competitive edge.
- Collect: Gather raw data from diverse sources, ensuring a comprehensive and varied dataset for robust AI training.
- Curate: Organize and refine data for quality and relevance, transforming raw information into valuable assets for your AI projects.
- Annotate: Implement accurate labeling for meaningful context and improved training, enhancing model accuracy and performance.
- Fine Tune: Generate high-quality datasets to optimize pre-trained AI models for specific tasks.
Data Services Supported
Achieve more with your data through our comprehensive services that optimize AI model performance and drive business growth.
Dataset Analysis
Verify the quality and distribution of data that has already been labeled. We use Confident Learning, unsupervised learning or clustering, and classical dataset analysis techniques to verify the relevance, distribution and accuracy of your existing labeled data.
Data Labeling Instructions
Work with our experts to refine your labeling instructions, including taxonomy and ontology design and annotation type selection, and disambiguate your labeling guide to limit model confusion and maximize performance.
Data Annotation
We custom train up to eight models, on the fly, on your data according to your annotation strategy. We leverage these models to automate as much of the annotation as possible. Models are retrained as we label. The model performance is further optimized using an unbiased teacher-student model trained on the unlabeled portion of the data to maximize automation potential.
Dataset Curation
Use unsupervised learning, vector analysis, and other data exploration techniques to curate and select the most relevant data to label - ensuring you label the most useful data for your application.
Labeling Prioritization
We use Bayesian optimization with specific models or classes to prioritize the annotation queues. The values are recalculated as we annotate to iteratively ensure that we are always labeling the most relevant data for you upfront.
Quality Assurance
Using a consensus approach with Confident Learning, we assess an annotation's accuracy and suggest possible errors to our QA team for review. Errors are minimized by comparing the annotation to what multiple models perceive as the ground truth. This method also effectively surfaces ambiguities in ontologies and taxonomies.
Don’t see the AI Data services you need?
Our team of expert AI consultants can help you with a range of other data and annotation services.
700+ innovative clients trust us with their AI projects
What our clients say
With a trained team, you get something you simply can't with crowdsourcing—accountability. In retrospect, this has had a huge impact for us, because the biggest limiting factor on the performance of the models is actually the quality of the labels, and how precise the definitions are.
Dr. Michael Bewley
VP, AI & Computer Vision
CloudFactory's Accelerated Annotation offers a compelling platform backed by a reliable workforce. We saw 75% efficiency gains and preserved quality, and having a personal, collaborative relationship with their workforce allowed them to provide us with useful feedback throughout the process, giving us exactly what we were looking for in a partner.
Julian Seidenberg
Head of Artificial Intelligence
Quality data is the cornerstone of impactful AI. Our endeavor to annotate the crucial sightings of whales has paved the way for groundbreaking advancements in marine safety and conservation.
Ross Eaton
Principal Scientist and Director of Marine Systems, Charles River Analytics
Great people and a great service offering many options for data labeling needs and more.
Mihai Avram
Senior Software Architect of Innovation, ghSMART
Why Choose 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.
Ready to get started? We are.
We’d love the opportunity to answer your questions or learn more about your project. Let us know how we can help.