Ling 3.0 Flash VL
inclusionai/ling-3.0-flash-vlLing 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...
Context
131K
131,072 tokens
Max output
33K
32,768 tokens
Input
$0.06
per 1M tokens
Output
$0.18
per 1M tokens
Providers
6
6 listings
Intelligence
24.6
Intelligence Index
Pricing
USD per 1M tokens · listed by Kilo Gateway
| Token type | Standard |
|---|---|
| Input | $0.06 |
| Output | $0.18 |
| Cache read | $0.01 |
Lowest input price across providers: $0.06.
Capabilities
ReasoningYes
Effort: none, high
Tool callYes
Structured outputYes
TemperatureYes
AttachmentsYes
Interleaved reasoningYes
Field: reasoning_content
Open weightsYes
ModeratedNo
Input
TextImageVideo
Output
Text
Benchmarks
Published scores and Design Arena Elo
- Intelligence24.6#77 of 208
- Coding57#40 of 112
- Agentic28.7#30 of 86
- ArenaNot scored—
Rankings
Position on each OneAtlas leaderboard
Providers · 6
6 listings
| Provider | Model ID | Context | Input limit | Output | Input $ | Output $ | Reasoning $ | Cache read | Cache write | Audio in | Audio out | Reasoning | Tools | Structured | Temp. | Updated |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 DevPass (LLM Gateway) | ling-3.0-flash-vl | 131K | — | 131K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | Yes | Yes | Sep 10, 2026 |
 Kilo Gateway | inclusionai/ling-3.0-flash-vl | 131K | — | 33K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | Yes | Yes | Sep 10, 2026 |
 LLM Gateway | deepinfra/ling-3.0-flash-vl | 131K | — | 33K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | Yes | Yes | Sep 10, 2026 |
 NanoGPT | inclusionai/ling-3.0-flash-vl | 262K | 262K | 33K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | No | Yes | Sep 10, 2026 |
 Novita AI | inclusionai/ling-3.0-flash-vl | 262K | — | 33K | $0.07 | $0.22 | — | $0.01 | — | — | — | Yes | Yes | Unknown | Yes | Sep 10, 2026 |
 Vercel AI Gateway | inclusionai/ling-3.0-flash-vl | 256K | — | 32K | $0.07 | $0.22 | — | $0.01 | — | — | — | Yes | Yes | Unknown | Yes | Sep 10, 2026 |