Models · Long context
Ling 3.1 Flash
by Inclusionai
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Our verdict
We have not reviewed Ling 3.1 Flash yet
No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.
From the listing
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.
Notes
Ling 3.1 Flash is listed in the EDNA Models directory from the OpenRouter catalogue.
Key facts
What we have checked
- Input price
- $0.045 per million tokens
- Output price
- $0.135 per million tokens
- Price on deepinfra
- $0.015 per million cached input tokens
- Price on deepinfra
- $0.075 per million input tokens
- Price on deepinfra
- $0.225 per million output tokens
- Price on novita
- $0.0090 per million cached input tokens
- Price on novita
- $0.045 per million input tokens
- Price on novita
- $0.135 per million output tokens
- Latest version
- inclusionai/ling-3.1-flash-20261002
- Time to first token (ms)
- 3,120
- Time to first token (ms) on deepinfra
- 578
- Time to first token (ms) on novita
- 1,724
Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.
API access
How to call it
Call via OpenRouter with model id `inclusionai/ling-3.1-flash`.
- openrouter ·
inclusionai/ling-3.1-flash· Docs
OpenRouter id: inclusionai/ling-3.1-flash
Price
What Ling 3.1 Flash costs, over time
$0.075 to $0.045
$0.225 to $0.135
Prices by host
| Host | Price | Over time | Checked |
|---|---|---|---|
| deepinfraCached input | $0.015 per million cached input tokensSince 24 Oct 2026 | No change recorded | OpenRouter models API |
| deepinfraInput | $0.075 per million input tokensSince 24 Oct 2026 | No change recorded | OpenRouter models API |
| deepinfraOutput | $0.225 per million output tokensSince 24 Oct 2026 | No change recorded | OpenRouter models API |
| novitaCached input | $0.0090 per million cached input tokensSince 7 Nov 2026 | 1 change | OpenRouter models API |
| novitaInput | $0.045 per million input tokensSince 7 Nov 2026 | 1 change | OpenRouter models API |
| novitaOutput | $0.135 per million output tokensSince 7 Nov 2026 | 1 change | OpenRouter models API |
Usage
How much Ling 3.1 Flash is used
15.9B to 4.7B
Scores
How Ling 3.1 Flash scores
Each score comes from the named source and shows when we last confirmed it. A flag means the score needs care.
| Score | Value | Source | Checked |
|---|---|---|---|
| Artificial Analysis Intelligence Index | 41.1indexAs of 26 Oct 2026 | Artificial Analysis via OpenRouter |
Compare
Compare Ling 3.1 Flash side by side
Sources
Where this comes from
- OpenRouter models APIOfficial
- OpenRouter models APIRegistry
- OpenRouter models APIThird party
- Artificial AnalysisThird party
A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.
Changelog
What changed
Price changed
cached input per mtok: 0.015 to 0.009
Price changed
output per mtok: 0.225 to 0.135
Price changed
input per mtok: 0.075 to 0.045
Price changed
output per mtok: 0.225 to 0.135
Price changed
input per mtok: 0.075 to 0.045
USAGE / OPENROUTER
How much Ling 3.1 Flash is used
Tokens processed through OpenRouter each day. It shows what developers actually run, not every company's private traffic.
- Tokens, last 7 days
- 52.9B ▲80.2%
- Requests, last 7 days
- 1.7M
- Tool calls, last 7 days
- 929K
- Average cost per request
- 8.1¢
- Price per million tokens
- $0.045 in · $0.135 out
MODEL FIELD GUIDE / SOURCE EVIDENCE
What you can do with Ling 3.1 Flash.
Listed specifications; no EDNA task evaluation has been run. Sources checked 2026-11-08. Hosting routes and app features can differ.
inclusionai/ling-3.1-flash- Tool calling
- Listed support
- Structured output
- Not established
- Reasoning controls
- Listed support
- Availability
- available
- Price basis
- token
- Licence verification
- Check the developer licence; the model name is insufficient
- Context length
- 1M tokens
- Knowledge cutoff
- Not established
- Developer release date
- Not established
- First seen in the catalogue
- 2 Oct 2026
- Listed retirement date
- Not established
Inspect the sources and their scope
inclusionai/ling-3.1-flash: listed route capabilities, availability and prices; provider endpoints can differ.
Checked 2026-11-08Source for reasoning controls, first seen, tool calling, context length, input, output.
Checked 2026-11-08FROM SPECIFICATIONS TO YOUR WORK
Is this the right model for your job?
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What would it cost?
Pick a common job and how many times a month you run it. Token sizes are our assumption for a typical run, shown under the result.
Enter a whole number of runs from 1 to 100,000,000.
Working out the cost...
Token prices only. Per-request, image, tool, storage and subscription fees are not included. One token is about three quarters of an English word. Real counts vary by model and language. How tokens are counted ↗
Check the source
Price date: 7 Nov 2026, from OpenRouter models API. Prices are USD API token rates. Your app subscription, uploads, browsing and tools are separate.
Model source & availability ↗Understand the evidence
Listed capabilities and third-party benchmark scores do not establish Enterprise DNA task-test results. Validate accuracy and total cost on your own sample.
Intelligence Index: 41.1 (2026-10-26) ↗Get the free Developer’s Field Guide
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