Upstage
Upstage provides Solar LLM and Document AI APIs (Parse, OCR) for enterprises. Solar offers Korean/Japanese-specialized models (38B/11B/3.1B); Document Parse preserves table layout in structured output.
Jake's editor noteIf you process Korean/Japanese documents with tables, pair Upstage Document Parse with GPT. Table extraction meets enterprise-grade accuracy; easier to justify than GPT-only approaches.
Fine-tune vs OpenAI?
Upstage includes KR/JP training and private deploy; you can modify model weights directly.
Document Parse accuracy?
90%+ on standard tables; 80–85% on complex forms.
On-prem pricing?
Enterprise plan negotiated with base fee + infra costs.
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