Accelerate your AI pipelines. Discover, prepare, and evaluate high-quality datasets through a single enterprise-ready intelligence platform.
Everything you need to train models
Ranqora acts as the intelligent orchestration layer between messy raw data and your pristine machine learning pipelines.
Fetch datasets from Kaggle, HuggingFace, and internal silos instantly with our multi-source orchestration engine.
Use natural language. Ranqora automatically infers domains and extracts deep technical requirements via Gemini.
Datasets are ranked by semantic relevance, task alignment, quality scores, open-source licensing, and freshness.
Role-based access control, secure proxy downloads, and graph-based citation tracking keep compliance simple.
Preview multi-GB files instantly. Our 1MB edge limit protects your bandwidth while delivering structural data instantly.
A LightGBM LambdaRank engine that learns dataset relevance from your teams clicks and downloads.
Connected Data Intelligence
Ranqora orchestrates across the world's leading data and research platforms.
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7 Layers of Discovery
Our autonomous agent follows a rigorous scientific pipeline to ensure zero-loss discovery.
Gemini LLM parses your natural language into technical search parameters and domain constraints.
Parallel orchestration across ArXiv, Kaggle, IEEE, and more to gather a wide candidate base.
Candidates are ingested into a knowledge graph to analyze citations and paper-dataset relationships.
LightGBM LambdaRank models score relevance using 20+ factors including freshness and quality.
Datasets are auto-prepared with structural previews and metadata extracted from original research.
Final integrity checks ensure data modality, size, and annotation quality meet elite standards.
A definitive ranked list is delivered, categorized into practical and research benchmarks.