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UBIAI
✓ verifiedPaid
LLM fine-tuning and data-labeling platform for building domain-specific classifiers, retrievers, and generators without deep ML expertise.
1.3K saves
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surgehq.ai
✓ verifiedPaid
Human-in-the-loop data platform providing expert labeling and feedback teams to train generative AI and language models.
218K visits/mo
Pricing
No public pricing
No public pricing
Core features
- ✦Domain-specific data labeling for PDFs, DOCX, Q&A, and reasoning paths
- ✦Synthetic data generation from existing examples
- ✦LLM-as-judge automatic quality filtering
- ✦One-click prompt or weight fine-tuning
- ✦Model export as GGUF, safetensors, or Hugging Face formats
- ✦Production observability with drift-based auto-retraining
- ✦Pre-built templates for customer support, sales, and documentation agents
- ✦Expert human annotator workforce
- ✦Human feedback data for model training
- ✦Positioned for advanced/frontier generative model development
Use cases
- →ML teams fine-tuning LLMs for domain-specific classification or retrieval
- →Companies building custom customer-support or sales AI agents
- →Teams needing labeled training data and synthetic data generation
- →Sourcing labeled training data for large language models
- →Collecting human feedback to fine-tune model behavior
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