Ling 3.1 Flash

by inclusionAIinclusionai/ling-3.1-flash

  • Text
  • No route yet
  • Released

LLMCompare cannot run Ling 3.1 Flash yet.No route to this model is configured on this site yet. Its prices and parameters are listed below for reference.

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Ling 3.1 Flash at a glance

Context length
262,144 tokens
Maximum output
235,929 tokens
Accepts
Text
Returns
Text
Features
JSON outputTool callingPrompt caching
Reasoning effort levels
Not supported
Released
2 Oct 2026
Knowledge cutoff
Not published

Model facts synced from the OpenRouter model list on 21 Oct 2026.

Ling 3.1 Flash pricing by route

A route is the service LLMCompare calls to reach the model. Ling 3.1 Flash has 1 route. Prices are in US dollars.

Prices of Ling 3.1 Flash on each route
RouteOn LLMCompareInputper 1M tokensOutputper 1M tokensCache readper 1M tokensPrice verified onSource
OpenRouterDefaultNot configured$0.075$0.225$0.015openrouter.ai/inclusionai/ling-3.1-flash

The cost shown in an LLMCompare report is calculated from these prices as they were at the time of the run.

Cost calculator

Estimate what a batch of calls to Ling 3.1 Flash costs. The starting numbers are examples. Change them to match your task.

Part of the input tokens above, billed at the cache read price.

Cost per call
$0.00019
1 credits
Cost of 100 calls
$0.0188
100 credits

Calculated from the OpenRouter prices verified on 21 Oct 2026. Credits are the cost plus a 20% service fee, at $0.001 per credit, rounded up for each call, with a minimum of 1 per call. A real run is charged for the usage the provider reports.

Parameters you can set

These are the parameters LLMCompare can set when it calls the model through OpenRouter.

Parameters of Ling 3.1 Flash
ParameterTypeRange or optionsDefault
temperatureNumber0 to 2in steps of 0.1Provider default
top_pNumber0 to 1in steps of 0.05Provider default
max_tokensInteger1 to 235,929Provider default
seedInteger-2,147,483,648 to 4,294,967,295Provider default
response_formatOne oftextjson_objectProvider default

About Ling 3.1 Flash

Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

Description as published for this model. LLMCompare has not edited it.

Models to compare with Ling 3.1 Flash

Text models from the same provider and models at the nearest price. The order is not a ranking.

Models to compare with Ling 3.1 Flash
Add to comparisonModelContextMax outputInput priceper 1M tokensOutput priceper 1M tokensFeaturesReleasedOn LLMCompare
Ling 3.0 Flash VLinclusionAIinclusionai/ling-3.0-flash-vl131k32.8k$0.06$0.18JSONToolsCacheVisionNo route yet
Ling 3.0 FlashinclusionAIinclusionai/ling-3.0-flash262k32.8k$0.021$0.063JSONToolsCacheNo route yet
Muse Spark 1.3 ContributorMetameta/muse-spark-1.3-contributor1.05M944k$0.10$0.20ReasoningJSONToolsCacheVisionNo route yet
Muse Spark 1.2 ContributorMetameta/muse-spark-1.2-contributor1.05M944k$0.10$0.20ReasoningJSONToolsCacheVisionNo route yet
Nemotron 3 Nano 30B A3BNVIDIAnvidia/nemotron-3-nano-30b-a3b262k236k$0.06$0.24JSONToolsNo route yet
Ministral 3 8B 2512Mistralmistralai/ministral-8b-2512262k210k$0.15$0.15JSONToolsCacheVisionNo route yet

Questions about Ling 3.1 Flash

How much does Ling 3.1 Flash cost?
On the OpenRouter route, Ling 3.1 Flash costs $0.075 per 1 million input tokens and $0.225 per 1 million output tokens, in US dollars. Input tokens that Ling 3.1 Flash reads from the prompt cache cost $0.015 per 1 million tokens. LLMCompare verified this price on 21 Oct 2026.
What is the context length of Ling 3.1 Flash?
Ling 3.1 Flash has a context length of 262,144 tokens and returns up to 235,929 output tokens in one call.
What inputs does Ling 3.1 Flash accept?
Ling 3.1 Flash accepts these inputs: Text. Ling 3.1 Flash returns: Text.
Can I test Ling 3.1 Flash on my own data?
Not yet. LLMCompare lists the prices and parameters of Ling 3.1 Flash, but no route to Ling 3.1 Flash is configured on LLMCompare, so it cannot be selected for an evaluation.