inclusionAI: Ling 3.1 Flash API
Other·Text
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Pricing
Cheapest live price, per 1 million tokens.
Input / 1M tokens
$0.075 OpenRouter
Output / 1M tokens
$0.225 OpenRouter
Cache read / 1M
Repeated prompt prefixes
Cache read is the discounted rate for repeated prompt prefixes (system prompts, agent context).
Capabilities · 6
Specifications
- Context window
- 262K
- Max output
- 236K
- Type
- Text
- Creator
- Other
- Live sellers
- 2
- Requests / 24h
- —
Estimated monthly cost
30 days at the cheapest live price.
Quick start
OpenAI-compatible — change the base URL and key. Get a key from the dashboard.
from openai import OpenAI
client = OpenAI(
base_url="https://api.qubax.ai/v1",
api_key="YOUR_QUBAX_API_KEY",
)
response = client.chat.completions.create(
model="ling-3.1-flash",
messages=[{"role": "user", "content": "Hello!"}],
)
print(response.choices[0].message.content)About inclusionAI: Ling 3.1 Flash
inclusionAI: Ling 3.1 Flash is a language model developed by Other. It's particularly well-suited for tackling complex, multi-step reasoning problems, orchestrating tool-using agents that call APIs and external services and handling large contexts of up to 262K tokens. Its 262K-token context window means you can pass in entire documents, codebases, or conversation histories without losing context. It can write up to 236K tokens in a single response.
As of Oct 21, 2026, inclusionAI: Ling 3.1 Flash costs $0.045 per 1M input tokens and $0.135 per 1M output tokens on Qubax, versus $0.075 / $0.225 on OpenRouter (40% less on input). A typical 1,000 chat requests (2K tokens in, 500 out) come to about $0.16. 2 independent compute providers currently serve it, so requests fail over automatically. Pay with USDC, USDT, BTC, ETH or 350+ other coins — no credit card required.
Similar-priced alternatives
Frequently asked questions
How much does the inclusionAI: Ling 3.1 Flash API cost?
On Qubax, inclusionAI: Ling 3.1 Flash costs $0.045 per 1M input tokens and $0.135 per 1M output tokens. This is 40% cheaper than OpenRouter's price of $0.075 per 1M input tokens.
Is the inclusionAI: Ling 3.1 Flash API compatible with OpenAI?
Yes. Qubax provides an OpenAI-compatible API. You can use inclusionAI: Ling 3.1 Flash as a drop-in replacement by changing your base URL to https://api.qubax.ai/v1 and using your Qubax API key. It works with Cline, Cursor, OpenCode, Hermes Agent, and any tool that supports OpenAI APIs.
Why is inclusionAI: Ling 3.1 Flash cheaper on Qubax than OpenRouter?
Qubax sources AI inference from an open compute marketplace on the Base blockchain where GPU providers compete on price. We pass the savings to you — 40% cheaper than OpenRouter's price for inclusionAI: Ling 3.1 Flash.
How do I pay for inclusionAI: Ling 3.1 Flash API usage?
Qubax uses prepaid crypto credits. Top up with USDC, USDT, BTC, ETH, SOL or 350+ other coins and your balance is deducted as you use the API. No credit card or KYC required.
What is the context window of inclusionAI: Ling 3.1 Flash?
inclusionAI: Ling 3.1 Flash supports a context window of 262K tokens, allowing you to process large documents, codebases, or long conversations in a single request.
What can I build with inclusionAI: Ling 3.1 Flash?
You can use inclusionAI: Ling 3.1 Flash to tackle complex multi-step reasoning tasks, build autonomous agents that call external tools and APIs and process long documents and entire codebases. Because it's served through Qubax's OpenAI-compatible API, integration into existing apps, agents, or workflows takes just a few lines of code.
How fast and reliable is inclusionAI: Ling 3.1 Flash on Qubax?
Responses stream token by token. 2 providers serve it, so if one is slow or down the request moves to the next.
inclusionAI: Ling 3.1 Flash vs GPT 5 Mini: which should I choose?
inclusionAI: Ling 3.1 Flash by Other and GPT 5 Mini by OpenAI are both strong models in a similar price tier. inclusionAI: Ling 3.1 Flash excels at complex reasoning. GPT 5 Mini comes from a different lab and may have different strengths depending on your workload. On Qubax, inclusionAI: Ling 3.1 Flash starts at $0.045/1M input tokens while GPT 5 Mini comes in at $0.022/1M, so GPT 5 Mini may be worth considering if you need to minimize per-token cost. Both are available on Qubax with crypto payments and OpenAI-compatible APIs, so you can try each and switch freely.
Can I use inclusionAI: Ling 3.1 Flash for commercial projects?
Yes. inclusionAI: Ling 3.1 Flash on Qubax can be used for commercial purposes. You own the outputs you generate. Qubax provides the API infrastructure — you bring your use case.
Why use inclusionAI: Ling 3.1 Flash on Qubax?
40% cheaper
Providers compete on price — you get the cheapest healthy seller.
Pay with crypto
350+ coins (BTC, ETH, SOL, USDT, USDC). No card, no KYC.
OpenAI & Anthropic compatible
Drop-in base URL. Works with Cline, Cursor, Claude Code, OpenAI and Anthropic SDKs.
