inclusionAI: Ling 3.1 Flash

inclusionai/ling-3.1-flash
Compare Open in Chat

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

This model can be tested with a temporary key, but that availability does not make it callable through the CLSSAI API. Check the two independent evidence cards below.

Modalities
Text → Text
Input / Output Price$0 / $0From · per 1M tokens · see provider prices
Context262.1Ktokens · maximum across providers
ReleasedOct 2, 2026Public catalog metadata
Availability & data sources Catalog preview · not listed in the current CLSSAI directory · 1 reference endpoints
Catalog preview · not listed in the current CLSSAI directoryCatalog preview · Exact metadata
ACCESS

Where this model works

Catalog preview and CLSSAI API routing are independent decisions with separate sources.

Catalog previewTestable in Playground
Testable

Exact capability metadata is available. CLSSAI can prepare the Text chat request without guessing the model contract.

Evidence
Exact ID inclusionai/ling-3.1-flash · /chat/completions
Mapped mode
Text chat
CLSSAI APINot callable through CLSSAI API
Not listed

The exact model ID is absent from the current CLSSAI public directory. Temporary-key testing, when available, does not grant CLSSAI API routing.

Evidence
Exact ID inclusionai/ling-3.1-flash not found in the live directory
Text test status

The request contract and frontend path are ready. A real recorded output has not yet been captured for this exact model and mode.

Request contract
Build verified
/chat/completions · Schema tests · 2026-08-05
Frontend path
Available
Text form · 2026-08-05
Real model output
Not yet verified
No keyed smoke-test record

Providers

Compare published prices and endpoint capabilities. Select a provider for context limits, caching prices and supported parameters.

1 providers
$0$0------100.00%

USD per 1M tokens. Prices and metrics describe catalog endpoints, not CLSSAI routing. “--” means no measurement was supplied. Uptime: last 30 minutes.

Pricing

Published base rates across providers, in USD per 1M tokens. Actual cost depends on the provider, caching and prompt length.

Input / 1M tokens$0
Output / 1M tokens$0
Cache read / 1M tokens--

Effective Pricing: request-weighted costs and historical prices are not supplied by the public source.

Performance

Latency and throughput history are not supplied by the public endpoint API. Check the catalog for its latest performance charts.

Uptime

Successful requests in the last 30 minutes, as reported by the catalog. A snapshot does not show historical reliability.

Novita100.00%

Benchmarks

No scored evaluations are included in the public model metadata. View the source for benchmarks and their methodology.

Apps

Application rankings require verified traffic data, which is not included in this source.

Activity

Historical token and request volumes are not supplied by the public API. The catalog shows activity on its own network.

Frequently asked questions

Provider availability, context limits and API capabilities.

Which providers serve inclusionAI: Ling 3.1 Flash?

Novita are listed in the public reference data. Check CLSSAI availability above before making a request.

What context length is available for inclusionAI: Ling 3.1 Flash?

The largest available context window is 262,144 tokens.

Which API parameters does inclusionAI: Ling 3.1 Flash support?

The providers list 15 distinct supported parameters. Open an endpoint row to inspect them.

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