Ling 3.0 Flash
$0.021 per 1M input tokens and $0.063 per 1M output tokens · 262K context · tools, reasoning, JSON, open weights.
Prices checked Oct 21, 2026 · tracked by LLM Cost Index since Oct 21, 2026
What Ling 3.0 Flash costs per month
Estimated monthly bill for typical workloads, using the cached-input price for repeated context. Try your own numbers in the cost calculator.
| Workload | Per month |
|---|---|
| Customer chatbot 1,000 conversations a day, 8 turns each | $9.22 |
| Document Q&A (RAG) 500 questions a day over retrieved documents | $2.21 |
| Coding / tool-using agent 200 tasks a day, long tool-heavy contexts | $4.54 |
| Content generation 30 long articles a day | $0.198 |
| Classification / extraction 100,000 short items a day | $21.74 |
Price history
We started tracking Ling 3.0 Flash on Oct 21, 2026; the chart appears as soon as there is a second data point. See all recent price changes.
Where to run Ling 3.0 Flash: 2 providers
Novita is the cheapest at $0.021 input / $0.063 output per 1M tokens. Uptime is the average over the last 30 days as reported by OpenRouter; see provider reliability.
How to pay less for Ling 3.0 Flash
For a customer chatbot (1,000 conversations a day, 8 turns each) that costs $12.85 a month at list price without caching:
| Option | Per month | You save |
|---|---|---|
| Use prompt caching (60% of input cached) | $9.22 | $3.63 (28%) |
Other workloads: cut-your-bill tool for Ling 3.0 Flash.
Specifications
| Model ID | inclusionai/ling-3.0-flash |
| Input | text |
| Output | text |
| Tool calling | Yes |
| Structured output | Yes |
| Reasoning mode | Yes |
| Open weights | Yes — inclusionAI/Ling-3.0-flash |
| Released | Jul 23, 2026 |
FAQ
- How much does Ling 3.0 Flash cost?
- $0.021 per million input tokens and $0.063 per million output tokens; cached input costs $0.0042 per million. Prices as of Oct 21, 2026.
- What is the context window of Ling 3.0 Flash?
- 262K tokens, with up to 33K output tokens per response.
- Does Ling 3.0 Flash support images, tools and structured output?
- Images as input: no. Tool calling: yes. Structured (JSON) output: yes. Reasoning mode: yes.
More from inclusionAI: all inclusionAI models · how we collect prices