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.
Context
262K
262,144 tokens
Max output
236K
235,929 tokens
Input
$0.30
per 1M tokens
Output
$0.90
per 1M tokens
Providers
6
6 listings
Intelligence
41.1
Intelligence Index
Pricing
USD per 1M tokens · listed by Kilo Gateway
| Token type | Standard |
|---|---|
| Input | $0.30 |
| Output | $0.90 |
| Cache read | $0.06 |
Lowest input price across providers: Free.
Capabilities
ReasoningYes
Effort: none, high
Tool callYes
Structured outputYes
TemperatureYes
AttachmentsNo
Interleaved reasoningYes
Field: reasoning_content
Open weightsYes
ModeratedNo
Input
Text
Output
Text
Benchmarks
Published scores and Design Arena Elo
- Intelligence41.1#26 of 208
- CodingNot scored—
- AgenticNot scored—
- 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 CommandCode | inclusionai/ling-3.1-flash:free | 262K | — | 33K | Free | Free | — | Free | — | — | — | Yes | Yes | Unknown | Yes | Sep 29, 2026 |
 Kilo Gateway | inclusionai/ling-3.1-flash | 262K | — | 236K | $0.30 | $0.90 | — | $0.06 | — | — | — | Yes | Yes | Yes | Yes | Sep 29, 2026 |
 NanoGPT | inclusionai/ling-3.1-flash | 262K | 262K | 33K | $0.07 | $0.22 | — | $0.01 | — | — | — | Yes | Yes | Yes | Yes | Sep 29, 2026 |
 Novita AI | inclusionai/ling-3.1-flash | 262K | — | 262K | $0.30 | $0.90 | — | $0.06 | — | — | — | Yes | Yes | Unknown | Yes | Sep 29, 2026 |
 OpenCode | ling-3.1-flash-free | 262K | — | 33K | Free | Free | — | Free | — | — | — | Yes | Yes | No | Yes | Sep 29, 2026 |
 Vercel AI Gateway | inclusionai/ling-3.1-flash | 262K | — | 33K | $0.30 | $0.90 | — | $0.06 | — | — | — | Yes | Yes | Unknown | Yes | Sep 29, 2026 |