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inclusionAI: Ling 3.0 Flash

inclusionai/ling-3.0-flash

inclusionAI: Ling 3.0 Flash is a 262,144-token model served on Composite at $0.0067 per million tokens in and $0.0630 per million tokens out. Ranked #18 of 180 models by traffic on Composite over the last 30 days, taking 1.39% of tokens and 1.53% of requests. Measured on Composite, 100.0% of its last 100 requests on Composite succeeded, the typical first token arrives in 3925 ms, output runs at about 266.3 tokens per second.

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Specifications

Specifications and pricing as served by Composite
Model IDinclusionai/ling-3.0-flash
Providercv11
Context window262,144 tokens
Acceptstext
Returnstext
Input price$0.0067 per million tokens
Output price$0.0630 per million tokens
Prompt cachingSupported — cached input is 60% off the list rate on pay-as-you-go credits
ModeratedNo
Cost on a monthly planFree — does not spend the daily request allowance
Plans that may spend on itEvery plan, plus pay-as-you-go credits
Routing endpoints1

Traffic rank on Composite

#18 of 180

1.39% of tokens and 1.53% of requests over 30 days.

Success rate

100.0%

Across the last 100 requests Composite served for this model.

Time to first token

3925 ms

Median across the same sample.

Output speed

266.3 tok/s

Median generation rate after the first token.

Prompt cache hits

43.7%

Share of prompt tokens served from the provider's cache over 7 days.

Pricing

$0.0067 per million tokens input · $0.0630 per million tokens output

Input and output are charged at the provider’s list price.

Monthly plans serve this model without spending any of their daily requests.

Provider

cv11

Roleplay fit

This model is available on Composite alongside dozens of others from other labs, so it is easy to compare against similar options.

Context behavior

With a 262,144-token context window, it can hold a long-running roleplay or a full lorebook in memory without losing earlier plot details, so it suits multi-session campaigns and character cards with heavy backstory.

Cost for regular use

It is priced low enough for high-volume daily roleplay without the per-message cost adding up quickly.

From the provider

*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale agentic inference* as key priorities, enabling developers...

Supplied by cv11, not written by Composite.