*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale agentic inference* as key priorities, enabling developers...
Context
262K
262,144 tokens
Max output
33K
32,768 tokens
Input
$0.06
per 1M tokens
Output
$0.18
per 1M tokens
Providers
8
10 listings
Intelligence
20.1
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: Free.
Capabilities
ReasoningYes
Effort: none, high
Tool callYes
Structured outputNo
TemperatureYes
AttachmentsNo
Interleaved reasoningYes
Field: reasoning_content
Open weightsYes
ModeratedNo
Input
Text
Output
Text
Benchmarks
Published scores and Design Arena Elo
- Intelligence20.1#104 of 208
- Coding50.6#55 of 112
- Agentic19.3#43 of 86
- ArenaNot scored—
Rankings
Position on each OneAtlas leaderboard
Providers · 8
10 listings
| Provider | Model ID | Context | Input limit | Output | Input $ | Output $ | Reasoning $ | Cache read | Cache write | Audio in | Audio out | Reasoning | Tools | Structured | Temp. | Updated |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 AIHubMix | ling-3.0-flash-free | 262K | — | 33K | Free | Free | — | — | — | — | — | Yes | Yes | Unknown | Yes | Jul 23, 2026 |
 DevPass (LLM Gateway) | ling-3.0-flash | 262K | — | 262K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | No | Yes | Jul 23, 2026 |
 Kilo Gateway | inclusionai/ling-3.0-flash | 262K | — | 33K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | No | Yes | Jul 23, 2026 |
 LLM Gateway | deepinfra/ling-3.0-flash | 262K | — | 33K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | No | Yes | Jul 23, 2026 |
| LLM Gateway | novita/ling-3.0-flash | 262K | — | 33K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | No | Yes | Jul 23, 2026 |
 NanoGPT | inclusionai/ling-3.0-flash | 262K | 262K | 33K | $0.07 | $0.22 | — | $0.01 | — | — | — | No | Yes | No | Yes | Jul 23, 2026 |
| NanoGPT | inclusionai/ling-3.0-flash:thinking | 262K | 262K | 33K | $0.07 | $0.22 | — | $0.01 | — | — | — | Yes | Yes | No | Yes | Jul 23, 2026 |
 Novita AI | inclusionai/ling-3.0-flash | 262K | — | 33K | $0.06 | $0.18 | — | $0.01 | — | — | — | Yes | Yes | Unknown | Yes | Jul 23, 2026 |
 OpenCode | ling-3.0-flash-free | 262K | — | 33K | Free | Free | — | Free | — | — | — | Yes | Yes | No | Yes | Jul 23, 2026 |
 Vercel AI Gateway | inclusionai/ling-3.0-flash | 256K | — | 32K | $0.02 | $0.06 | — | $0.0042 | — | — | — | Yes | Yes | Unknown | Yes | Jul 23, 2026 |