Ant GroupLing 3.0 Flash Sante
Ling 3.0 Flash Sante is an Ant Group proprietary reasoning model, released 4 Sept 2026. It is not yet ranked: no independent benchmark results so far, only pricing and metadata. At $0.111 per million tokens blended it is among the cheapest fifth of ranked models. Output speed of 231 tokens per second puts it in the fastest quarter, with a first token in 1.6 s.
- Blended price
- $0.111/M
- $0.075 in · $0.220 out
- Output speed
- 231 tok/s
- OpenRouter traffic, 7-day median; not yet measured by Artificial Analysis
- First answer
- 1.60 s
- Context
- 262k
- Full answer
- –
- Cost per run
- –
- Released
- 4 Sept 2026
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 | 244 tok/s | 6.78 s | $0.042 | $0.123 | 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 at $0.015 per 1M. Reasoning tokens are not modelled.
| Workload | Tokens in / out | Cost | With caching | Time |
|---|---|---|---|---|
| Chat reply | 400 / 300 | $0.0001 | $0.0001 | 2.9 s |
| Summarise a 30-page report | 12,000 / 600 | $0.0010 | $0.0005 | 4.2 s |
| Code edit | 6,000 / 1,500 | $0.0008 | $0.0005 | 8.1 s |
| Agentic coding session | 60,000 / 4,000 | $0.0054 | $0.0027 | 19.0 s |
| Structured extraction | 2,000 / 200 | $0.0002 | $0.0001 | 2.5 s |
See also
Data as of 11 Oct 2026. Compare with another model.
Cite as: BenchLeader, “Ling 3.0 Flash Sante: benchmarks, pricing, speed and rank”, https://www.benchleader.com/models/ling-3-0-flash-sante, data as of 11 Oct 2026.