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Favicon for inclusionai

inclusionAI: Ling 3.0 Flash VL

inclusionai/ling-3.0-flash-vl

Model weights
Compare

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 agent capabilities. Hybrid instant/reasoning model with tool calling.

Modalities
In / Out Price
$0.06 / $0.18per 1M
Context
131K
Released
Sep 10, 2026
Compare
ProvidersPricingPerformanceUptimeAppsActivityFAQExplore

Providers

This model is hosted by one provider. OpenRouter forwards every request to it directly — no routing decisions to make.

Pricing

The average price customers actually pay for this model, next to the prices providers post. Caching and discounts mean the price actually paid is often well below the listed one.

Performance

Throughput is how fast the model writes (tokens per second — higher is better). Latency is total round-trip time (lower is better). TTFT is time-to-first-token — how long before you see anything appear (lower is better).

Uptime

Uptime is the percentage of the past 3 days that at least one provider was responding to requests. Availability is the percentage of time that inference was successfully served. OpenRouter continuously monitors and uses the next-best provider when one returns an error.

Apps

Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for.

Activity

Token volume and request traffic to this model over time.

API

Drop-in code to call this model. OpenRouter's API is OpenAI-compatible — most SDKs work by just swapping the base URL. The only thing that changes between models is the model slug below.

Not currently available through EU in-region routing. In-region routing docs

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Latency / throughput
$0.06$0.18$0.0121.19s56 tps
99.92%
Throughput
56tok/s

P50, best across providers

Latency
1.19s

P50, best provider

AutoExacto benchmarks
GPQA DiamondTAU-BenchNovita85.0%72.0%DeepInfra83.5%71.3%auto-routing84.8%70.0%
Uptime (3d)The model was reachable. Request routed to a provider.
100.00%
Availability (3d)The model returned inference from any provider. Errors and empty responses count against it.
99.72%

Availability over the last 3 days

Last 72 hours
Availability 99.72%
3 Days Ago2 Days AgoYesterdayNow

Availability over the last 24 hours

OpenRouter Availability
99.63%

When an error occurs in an upstream provider, we can recover by routing to another healthy provider, if your request filters allow it. You can access per-provider uptime data programmatically through the Endpoints API. Learn more about our load balancing and provider routing options.

1.
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Digen AI
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2.
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Hermes Agent
Hermes Agent is an open-source, self-improving AI agent by Nous Research that runs persistently with memory across sessions, and builds reusable skills from experience. It comes with 40+ built-in tools, including web search, browser automation, and vision, plus scheduled automations and subagents.
12.3Btokens
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goose
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Claude Code
Claude Code is Anthropic's agentic coding tool that reads your entire codebase, plans and executes changes across files, runs tests, and iterates on failures, all from natural language prompts.
4.26Btokens
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pi
There are many coding agents, but this one is yours.
3.72Btokens

Frequently asked questions

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 agent capabilities. Hybrid instant/reasoning model with tool calling.

Ling 3.0 Flash VL costs $0.06/M input tokens and $0.18/M output tokens, with separate rates for Cache Read at $0.012/M tokens.

Ling 3.0 Flash VL has a 131,072 token context window. It supports up to 32,768 completion tokens.

Yes. Ling 3.0 Flash VL accepts tools and tool_choice for function calling. It also supports structured outputs via a JSON schema in response_format.

Ling 3.0 Flash VL accepts text, images, and video as input and returns text.

Ling 3.1 Flash and Ling 3.0 Flash are other text models from inclusionAI.

Ling 3.0 Flash VL was released on September 10, 2026.