Ling 3.0 Flash VL
Provider：inclusionAI (Ant)
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...
Key specs
- Context：131.1K
- Max output：32.8K
- Tokenizer：Other
- Released：2026-09-10
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, Image, Video
Use Cases
- Deep Reasoning & Analysis：Math proofs, logical reasoning, multi-step planning — ideal for research and financial analysis.（≈ $0.0014/call）
- Vision Understanding & Generation：Recognize data trends in charts, OCR scanned docs, analyze photos and produce structured reports.（≈ $0.0011/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.
- Multimodal (text+image): fit for image captioning, OCR, chart QA, vision-grounded reasoning.
- Video input support: fit for video understanding, frame QA, content moderation.
FAQ
- What is the token pricing of Ling 3.0 Flash VL? 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 VL support? Context window is 131.1K, max output about 32.8K, suitable for long documents, multi-turn chat and complex reasoning.
- What scenarios is Ling 3.0 Flash VL best for? Based on its capability and pricing, Ling 3.0 Flash VL fits best: Deep Reasoning & Analysis, Vision Understanding & Generation, Chat & Support. See the Use Cases section for details and cost estimates.
- What input/output modalities does Ling 3.0 Flash VL support? Supports Text, Image, Video modality.
- Is Ling 3.0 Flash VL a free model? Ling 3.0 Flash VL is billed per token, not a free model.
- Which provider offers Ling 3.0 Flash VL? Ling 3.0 Flash VL is offered by inclusionAI (Ant).
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Full info：Ling 3.0 Flash VL