Appen: Improving AI with High-Quality Data for Scalable, Trustworthy AI Solutions
Appen provides high-quality datasets and an end-to-end platform to collect, curate, annotate, fine-tune, and monitor data for AI models. With 25+ years of experience, Appen combines scalable data services with human-in-the-loop collaboration to accelerate enterprise AI development while ensuring quality, traceability, and localization across languages and domains.
How Appen Helps
- Data for AI lifecycle: Collect, clean, annotate, label, and monitor data to train, evaluate, and deploy AI models.
- Human-in-the-loop quality: Integrates expert human feedback to improve model performance and reliability.
- Scalability & flexibility: End-to-end platform and services designed to scale with ambitious AI programs.
- ** multilingual & localization:** Multilingual data collection and localization to support global deployments.
- Trusted data governance: Transparent, auditable workflows with privacy-conscious data handling.
Platform & Services
- End-to-end AI data platform for collection, curation, labeling, fine-tuning, and monitoring
- Data collection, annotation, labeling, and quality assurance services
- Multilingual data and localization capabilities
- Human-in-the-loop collaboration to boost accuracy and reliability
- Customizable workflows and scalable solutions for enterprise needs
- Flexible services (managed data work, platform access, or a combination)
- Enterprise-grade security, governance, and compliance
- Tools and resources to support AI lifecycle initiatives (case studies, eBooks, events, etc.)
How It Works
- Define data requirements and quality metrics
- Use Appen’s platform to source, annotate, and review data with human evaluators
- Iterate with human feedback to improve model performance
- Deliver high-quality, auditable data ready for model training and evaluation
Use Cases
- Foundation model data preparation
- Multilingual NLP and CV projects
- AI training data for enterprise applications
- Custom datasets aligned to specific industries
Core Features
- End-to-end AI data platform (collection, curation, annotation, labeling, fine-tuning, monitoring)
- Human-in-the-loop collaboration for high-quality data
- Scalable data solutions to support large AI projects
- Multilingual data collection and localization
- Customizable workflows tailored to enterprise needs
- Transparent, auditable data pipelines and governance
- Flexible service models (platform access, managed data work, or combination)
- Security, privacy, and compliance aligned with enterprise requirements