Off-the-Shelf AI Training Datasets
for LLM Post-Training & Evaluation
Production-ready datasets for model pre-training, post-training, evaluation, and domain-specific improvement, without the delays of a fully custom dataset development.
Current AI Training Dataset Coverage
Explore Innodata's off-the-shelf datasets built for post-training, evaluation, and domain-specific model improvement. Each category contains thousands of structured items, continuously refined and expandable to your volume requirements.
STEM Data
Expert-curated datasets across mathematics, physics, biology, chemistry, and engineering.
Coding Data
Datasets for code generation, debugging, software reasoning, and benchmark-style evaluation.
Agentic Workflow Data
Datasets for multi-step reasoning, tool use, and structured workflows supporting agent-based model behavior.
Multimodal Data
Datasets spanning text, image, audio, and interface interactions for evaluating multimodal model performance.
Specialized Domains
Datasets for edge cases, niche workflows, and specialized domains such as CBRNE and 3D CAD, supporting advanced model evaluation and testing.
Finance Data
Datasets spanning finance, applied research, deep research tasks, and analytical reasoning.
Healthcare Data
Medical case studies and medical Q&A datasets built to support clinical and health-related model evaluation.
Robotics & Physical AI
Off-the-shelf robotics training datasets for embodied reasoning, egocentric perspectives, and real-world task execution in physical environments.
Custom Data
Semi-custom adaptations, targeted extensions, domain expansion, and support for model-stumping requirements.
Production-Ready AI Training Datasets, Available Now
Every Innodata off-the-shelf dataset is built to the same production standards - expert-curated, continuously refined, and available in scalable volumes across multiple formats and difficulty tiers.
No Processing Required - Ready for Your Training Pipeline
Pre-built datasets optimized for AI training and evaluation
Scalable Dataset Volume Across All Categories
Thousands of structured questions across core domains
Graduate & PhD-Level Difficulty Tiers
Graduate and PhD-level Question & Answer (Q&A) and Question, Solution, Answer (QSA) datasets.
Continuously Refined Against Frontier Model Performance
Ongoing dataset analysis to identify model weaknesses and close reasoning gaps faster.
Adaptable & Extendable to Your Model Requirements
Adaptable and extendable to meet evolving model requirements
Access Scalable AI Training Data Without Custom Delay
Share your target domains and volume requirements to review available datasets and timelines.