Ant GroupNewFirst seen 3 Oct 2026 on one source; awaiting a secondLing 3.1 Flash
Ling 3.1 Flash is an Ant Group proprietary model. It is not yet ranked: no independent benchmark results so far, only pricing and metadata. Output speed of 63 tokens per second puts it slower than most, with a first token in 1.9 s.
- Blended price
- –
- Output speed
- 63 tok/s
- OpenRouter traffic, 7-day median; not yet measured by Artificial Analysis
- First answer
- 1.85 s
- Context
- 262k
- Full answer
- –
- Cost per run
- –
- Released
- –
- date not published by our sources
Versions
Ant Group has shipped 3 models under this name. Each is ranked on its own results; a newer version often has fewer results so far, which holds its index nearer the average until more arrive.
| Model | Released | Index | Rank |
|---|---|---|---|
| Ling 3.0 Flash | 4 Aug 2026 | 53.0 | #278 |
| Ling Flash 2.0 | 18 Sept 2025 | 44.6 | #506 |
| NewLing 3.1 Flashthis page | – | – | – |
No independent quality benchmark results yet — only pricing and metadata.
Where to run it
Every provider serving this model through OpenRouter, with throughput and first-token latency measured on live traffic over the last 30 minutes and each provider’s own price. Purple marks the best in each column.
| Provider | Speed | First token | Input $/M | Output $/M | Context | Quantisation |
|---|---|---|---|---|---|---|
| NovitaAI | 52 tok/s | 1.89 s | $0.000 | $0.000 | 262k | – |
What a task costs
Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.
| Workload | Tokens in / out | Cost | With caching | Time |
|---|---|---|---|---|
| Chat reply | 400 / 300 | – | – | 6.6 s |
| Summarise a 30-page report | 12,000 / 600 | – | – | 11.4 s |
| Code edit | 6,000 / 1,500 | – | – | 25.7 s |
| Agentic coding session | 60,000 / 4,000 | – | – | 1.1 min |
| Structured extraction | 2,000 / 200 | – | – | 5.0 s |
See also
Data as of 4 Oct 2026. Compare with another model.
Cite as: BenchLeader, “Ling 3.1 Flash: benchmarks, pricing, speed and rank”, https://www.benchleader.com/models/ling-3-1-flash, data as of 4 Oct 2026.