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OUR TECHNOLOGY
Deliver specialized data and AI systems faster
Snorkel unites expert data engineering and applied AI research to build, evaluate, and deploy intelligent systems that move from experimentation to production with measurable impact—delivering datasets, benchmarks, and evaluation frameworks that help AI perform in the real world.
The technology powering Snorkel solutions
Our AI data development platform bridges the gap between data and production AI. It connects enterprise data streams and ML platforms to the systems that run AI in production–enabling organizations to evaluate, develop, and improve models and agents with research-grade precision.
Powered by Snorkel’s expert data engineering and applied research, the platform provides the tools and services to evaluate, develop, and deliver AI with measurable impact.
Evaluate
models with domain-specific test sets and diagnostics
Develop
data pipelines, fine-tuning flows, and RAG/agent evaluations
Deliver
expert data and governance that drive reliable, measurable performance in production
The result
A unified foundation for transforming raw enterprise data into high-performing AI systems–faster, safer, and at scale.
Enterprise data stream
Operational data
(apps, DBs, APIs)
Content & docs
(wikis, PDFs, emails)
Telemetry
(logs, clicks, events)
Data platforms
Data lakes/catalogs
Feature stores/
ML data platforms
Vector DBs/
retrieval index
AI Data Development Platform (Snorkel AI)
Evaluate
Domain tests sets
Custom evals
Segment/slice diagnostics
Develop
Data curation (programmatic/AI)
Agent/RAG diagnostics
Fine-tune flows
Expert Data Services
SME labeling
Eval/training sets
Quality & governance
AI runtime
Foundational models
Fine-tuned models
Agents
RAG
Orchestrators
Observability
Monitoring
AI in production
Deployment
Security/compliance
Measured lift
Our solutions
Expert data services
Expert data, built for AI frontier labs and enterprise performance.
Our expert community and programmatic labeling technology produce high-quality, high-fidelity data across domains—from financial documents to agentic evaluation environments—driving faster development cycles and higher model accuracy.
100x
Faster data curation
40x
Faster model delivery
99%
Model accuracy
Enterprise AI solutions
AI to unlock enterprise ROI—faster
Snorkel’s proven delivery model helps you co-develop and continuously improve AI applications across the full AI lifecycle.
+8
Increase in NPS
+7%
Add-to-cart rate
95%
+41
from project start
Chatbot accuracy
Partner with Snorkel to accelerate your AI development.
Our applied research and data engineering teams work with you to co-develop and evaluate production-ready systems that bring measurable impact to your organization—fast.