Our network of 2,000+ PhD, Masters, and graduate-level specialists delivers production-grade RLHF annotation, factuality evaluation, and safety red-teaming for leading AI labs — at frontier-model scale.
Comprehensive services across the LLM development lifecycle
Preference ranking, reward modelling, and comparison evaluation by PhD & Masters-level annotators. We've contributed to production RLHF pipelines for leading AI labs — at frontier-model scale.
Evaluate LLM responses for factual accuracy, citation quality, hallucination detection, and knowledge grounding. Our specialists verify claims against authoritative sources — at scale.
Adversarial testing by security-aware, domain-expert annotators. We probe for harmful outputs, jailbreaks, bias, and policy violations — so your model is safe before it ships.
Native and near-native academic specialists across 40+ languages. We evaluate translations, cultural fit, code-switching, and cross-lingual factuality — not just surface-level fluency.
Custom dataset creation for specialized verticals including healthcare, finance, legal, and technical domains. Built by practitioners, validated by experts.
Enterprise-grade QA processes with multiple review layers, inter-annotator agreement tracking, and continuous improvement cycles.
Pre-vetted professionals ready to support your LLM initiatives
Trained annotators with expertise in LLM data labeling, RLHF tasks, and domain-specific annotation requirements.
Professionals who design and deliver training programs for annotation teams, ensuring consistent quality across projects.
Experienced managers who oversee AI data projects from inception to delivery with enterprise-grade governance.
QA professionals specialized in AI/ML data quality, statistical analysis, and continuous improvement methodologies.
End-to-end data pipelines for training and fine-tuning large language models
High-quality instruction-response pairs and conversational data for fine-tuning base models to follow instructions and engage naturally.
Complete human feedback pipelines for reinforcement learning, including preference ranking, comparison data, and reward model training.
Data creation for alignment training, safety guardrails, and constitutional AI approaches to ensure responsible model behavior.
Specialized training data for vertical-specific LLMs in healthcare, legal, finance, and technical domains with expert validation.
Choose the engagement model that fits your needs
Fully managed annotation teams dedicated to your project with consistent personnel and deep domain expertise.
End-to-end project management with Digitive owning delivery, quality, and timeline commitments.
Flexible combination of onshore oversight with offshore execution for optimal cost-quality balance.
Quick ramp-up capabilities with pre-trained workforce ready to deploy on new projects within days.
We bring enterprise-grade rigor to every engagement
Multi-layer QA with 95%+ accuracy targets
SOC 2 aligned processes and secure environments
Access to 50+ languages and regional expertise
Teams ready to deploy within 1-2 weeks
Consistent personnel for project continuity
Real-time metrics and progress visibility
Let's discuss how Digitive can support your AI data needs with our specialized staffing and training services.