Transform Raw Data Into Production-Ready AI
SwarmLearn AI delivers human-verified annotation, validation, and evaluation at scale—so your models ship on time, stay on budget, and work in production.
99%
First-batch acceptance rate
Agile
Teams that adapt as projects grow
15+
Years of experience with edge-case data
Deep
Understanding of real-world AI projects
Your outcomes
Your outcomes with SwarmLearn data services
SwarmLearn designs and delivers data workflows aligned to your model architecture and production goals—combining automation with human expertise to reduce risk and accelerate deployment.
Your data is production-accurate
Human-verified labeling that meets real-world performance requirements.
Your model performs in production
Structured data that supports reliable training, evaluation, and iteration.
You reduce execution risk
Predictable timelines, controlled costs, and fewer downstream fixes.
Scale models with production-ready data
Production-Ready Data Services
Reliable data is critical to AI performance. SwarmLearn delivers expert-led, human-in-the-loop annotation, validation, and evaluation services that improve model accuracy and support predictable scaling.
Data Annotation
Expert-led labeling for vision, multimodal, and sensor data—built for accuracy at production scale.
Data Validation
Catch errors early, reduce rework, and improve downstream model performance with human-verified validation.
Model Evaluation
Score real-world performance to guide retraining, iteration, and confident deployment.
Professional Services
Custom services for your processes, model architecture, performance targets, and production constraints.
Our Process
How SwarmLearn engineers high-quality data
Trust an expert team that reliably delivers accurate, adaptable, production-ready data sets and maintains quality at scale.
Data Annotation Strategy
Your project starts with aligning annotation scope, schedule, and delivery benchmarks to meet your model goals.
Robust Labeling Guides
You get rigorous annotation guides that ensure consistency and precision across teams throughout the project timeline.
Ongoing Calibration
You enjoy better output reliability and less rework with continuously adjusting labeling instructions as data changes.
Helping teams scale since 2008
What customers say about working with SwarmLearn
A trusted data partner—customers stay with SwarmLearn for an average of 8 years.
SwarmLearn's accuracy rate is consistently at 99%. Their annotation solution helped us overcome the challenge of creating AI models that work across diverse conditions.
Heather Clair
Product Manager, Precision AI
Case Studies
How AI leaders partner with SwarmLearn
SwarmLearn works side by side with customer teams to deliver high-quality data that improves model performance.
Walmart improved search across 2.5M+ products globally at scale
Annotated product images and attributes across 2.5M+ SKUs to boost search and recommendation model accuracy.
Read MorePolyPerception scaled waste object labeling with 99% quality
Annotated millions of waste objects using instance segmentation and classification to improve visibility models at scale.
Read MoreSwarmLearn Partners with Fortune 500 Companies
Powering AI initiatives for the world's most innovative enterprises and leading AI companies
Our platform's infrastructure and operations are certified compliant with industry best practice standards
- SOC 2 Type IICompliant
- ISO 27001Certified
- GDPRCompliant
- HIPAAReady
Start your journey with SwarmLearn
Connect with a data expert to discuss your annotation needs
Every annotation project is unique. Schedule a conversation with an annotation expert to assess your labeling accuracy needs, project scope, data readiness, as well as time-to-market and budget benchmarks.
- •SwarmLearn's technical capabilities to serve your project
- •How SwarmLearn can build into and support your AI workflows
- •Initial project timelines, scope, and pricing