inclusionAI: Ling 3.1 Flash
inclusionai/ling-3-1-flashLing 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Modalities
In / out per 1M$0.07 / $0.23
Context256K
ReleasedOct 2, 2026
Providers
2 providers serve this model upstream.
| Provider | Input /M | Output /M | Cache read /M | Latency P50 | Throughput P50 | Uptime |
|---|---|---|---|---|---|---|
| $0.07 | $0.23 | $0.01 | 1.21s | 71 tps | 100% | |
 DeepInfraus · mxfp4 | $0.15 | $0.45 | $0.03 | 0.70s | 51 tps | 99.79% |
Market-wide measurements, refreshed every 15 minutes. They describe who serves Ling 3.1 Flash in general, not how ProjectCOZY routes your requests.
Pricing
List rates per 1M tokens — what Ling 3.1 Flash costs pay-as-you-go elsewhere, not what you pay here.
Input
$0.07
per 1M tokens
Output
$0.23
per 1M tokens
Cache read
$0.01
per 1M cached tokens
Included in every pass
Ling 3.1 Flash is included in every ProjectCOZY pass at no extra cost — one flat rate, no per-token metering. The rates above are there for comparison.
Performance
Time to first token and output speed across every provider, over the last 3 days.
0.0s1.0s2.0s3.0s4.0s
Oct 16, 12 AMOct 16, 8 AMOct 16, 4 PMOct 17, 12 AMOct 17, 8 AMOct 17, 4 PMOct 18, 12 AMOct 18, 8 AMOct 18, 4 PMOct 19, 12 AMOct 19, 8 AM
NovitaAI DeepInfra (us)
0 tok/s50 tok/s100 tok/s150 tok/s200 tok/s
Oct 16, 12 AMOct 16, 8 AMOct 16, 4 PMOct 17, 12 AMOct 17, 8 AMOct 17, 4 PMOct 18, 12 AMOct 18, 8 AMOct 18, 4 PMOct 19, 12 AMOct 19, 8 AM
NovitaAI DeepInfra (us)
Uptime
100% of requests were served successfully over the last 3 days, across all providers.
Last 3 daysAvailability 99.88%
Oct 16, 11:00 AMNow
Availability over the last 24 hoursAvailability 99.96%
100% 98% 97% 95%
Oct 18, 11:00 AMNow
Apps
Tools that most often run Ling 3.1 Flash, by tokens this week.
Activity
1074.5B tokens processed market-wide in the last month.
050.0B100.0B150.0B200.0B
Oct 2Oct 7Oct 12Oct 17
Tokens
FAQ
Which model id do I use for Ling 3.1 Flash?
inclusionai/ling-3.1-flash. Send it as the model field from any OpenAI-compatible client, against http://192.168.1.55/v1.
How much context does Ling 3.1 Flash hold?
262,144 tokens per request, of which up to 235,929 can be the response.
What can it accept and return?
Input: text. Output: text.
What does Ling 3.1 Flash cost on a pass?
Nothing beyond the pass itself. Pay-as-you-go elsewhere it lists at $0.07 per 1M input tokens and $0.23 per 1M output tokens.
Who built Ling 3.1 Flash?
inclusionAI, in the Ling family.
Explore
Other models your pass can call.
