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inclusionAI: Ling 3.0 Flash VL

inclusionai/ling-3-0-flash-vl
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Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual

Modalities
In / out per 1M$0.06 / $0.18
Context128K
ReleasedSep 10, 2026

Providers

1 provider serves this model upstream.

Providers serving this model
ProviderInput /MOutput /MCache read /MLatency P50Throughput P50Uptime
DeepInfraus · fp16$0.06$0.18$0.013.34s28 tps99.64%

Market-wide measurements, refreshed every 15 minutes. They describe who serves Ling 3.0 Flash VL in general, not how ProjectCOZY routes your requests.

Pricing

List rates per 1M tokens — what Ling 3.0 Flash VL costs pay-as-you-go elsewhere, not what you pay here.

Input
$0.06
per 1M tokens
Output
$0.18
per 1M tokens
Cache read
$0.01
per 1M cached tokens
Included in every pass
Ling 3.0 Flash VL 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.

0.0s50.0s100.0s150.0s200.0s
Oct 11, 12 AMOct 11, 8 AMOct 11, 4 PMOct 12, 8 AMOct 12, 4 PMOct 13, 12 AMOct 13, 8 AMOct 13, 4 PMOct 14, 12 AMOct 14, 8 AM
Median 90th percentile 99th percentile
0 tok/s50 tok/s100 tok/s150 tok/s200 tok/s
Oct 11, 12 AMOct 11, 8 AMOct 11, 4 PMOct 12, 8 AMOct 12, 4 PMOct 13, 12 AMOct 13, 8 AMOct 13, 4 PMOct 14, 12 AMOct 14, 8 AM
Median 90th percentile 99th percentile

Uptime

100% of requests were served successfully over the last 3 days, across all providers.

Last 3 daysAvailability 99.74%
Oct 11, 2:00 PMNow
Availability over the last 24 hoursAvailability 99.01%
100% 93% 87% 80%
Oct 13, 2:40 PMNow

Apps

Tools that most often run Ling 3.0 Flash VL, by tokens this week.

Digen AICli Agent · 36.7% of tokens16.9BHermes AgentPersonal Agent · 29.7% of tokens13.7BgooseCloud Agent · 15.1% of tokens7.0BClaude CodeCli Agent · 10.2% of tokens4.7BpiCli Agent · 8.2% of tokens3.8B

Activity

126.3B tokens processed market-wide in the last month.

05.0B10.0B15.0B20.0B
Sep 14Sep 19Sep 24Sep 29Oct 4Oct 9Oct 14
Tokens

FAQ

Which model id do I use for Ling 3.0 Flash VL?
inclusionai/ling-3.0-flash-vl. Send it as the model field from any OpenAI-compatible client, against http://192.168.1.55/v1.
How much context does Ling 3.0 Flash VL hold?
131,072 tokens per request, of which up to 32,768 can be the response.
What can it accept and return?
Input: text, image, video. Output: text.
What does Ling 3.0 Flash VL cost on a pass?
Nothing beyond the pass itself. Pay-as-you-go elsewhere it lists at $0.06 per 1M input tokens and $0.18 per 1M output tokens.
Who built Ling 3.0 Flash VL?
inclusionAI, in the Ling family.

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