Ling 3.0 Flash Fin
Provider：inclusionAI (Ant)
Ling 3.0 Flash Fin is a finance-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for real-world investment...
Key specs
- Context：262.1K
- Max output：235.9K
- Tokenizer：Other
- Released：2026-08-27
Token pricing
- Input price：$0.060 / 1M tokens
- Output price：$0.180 / 1M tokens
- Cache read：$0.012 / 1M tokens
- Blended price：$0.090 / 1M tokens
Modalities
Text
Use Cases
- Deep Reasoning & Analysis：Process long legal docs, academic papers, financial reports; multi-hop reasoning and evidence-chain tracing across huge contexts.（≈ $0.0014/call）
- Chat & Support：FAQ auto-response, multi-turn dialogue, emotion detection — e-commerce, finance, gov.（≈ $0.0009/turn）
When to pick this model
Signals derived from public pricing and spec fields — not a benchmark. Validate with official docs and your own eval.
- Low input + output price: solid fit for high-frequency calls and batch processing.
- Low blended price: budget-friendly for fleet-scale deployment.
- Long max output (>=30K tokens): strong fit for deep report / essay / document-drafting workflows.
FAQ
- What is the token pricing of Ling 3.0 Flash Fin? Input price $0.060 / 1M tokens, output price $0.180 / 1M tokens, blended about $0.090 / 1M tokens. Refer to inclusionAI (Ant)’s official page for the exact rate.
- What context window does Ling 3.0 Flash Fin support? Context window is 262.1K, max output about 235.9K, suitable for long documents, multi-turn chat and complex reasoning.
- What scenarios is Ling 3.0 Flash Fin best for? Based on its capability and pricing, Ling 3.0 Flash Fin fits best: Deep Reasoning & Analysis, Chat & Support. See the Use Cases section for details and cost estimates.
- What input/output modalities does Ling 3.0 Flash Fin support? Supports Text modality.
- Is Ling 3.0 Flash Fin a free model? Ling 3.0 Flash Fin is billed per token, not a free model.
- Which provider offers Ling 3.0 Flash Fin? Ling 3.0 Flash Fin is offered by inclusionAI (Ant).
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Full info：Ling 3.0 Flash Fin