Ant GroupLing 3.0 Flash VL
No cheaper ranked model scores higher: it is on the price frontier.
As of 6 Nov 2026, Ling 3.0 Flash VL by Ant Group is not yet ranked on the BenchLeader Index, which needs at least five independent results across two categories. API pricing: $0.115 per 1M tokens blended (3 input : 1 output), list price on 6 Nov 2026. Released 10 Sep 2026.
Key facts (as of 6 Nov 2026)
- Ling 3.0 Flash VL API pricing: $0.115 per 1M tokens blended (3 input : 1 output) (list price, 6 Nov 2026).
- Ling 3.0 Flash VL was released on 10 Sep 2026 (Ant Group).
In detail. Ling 3.0 Flash VL is an Ant Group open-weights reasoning model, released 10 Sep 2026. It is not yet ranked: the index needs at least five independent results across two categories. At $0.111 per million tokens blended it is among the cheapest fifth of ranked models. Last measured 10 Sep 2026.
- Blended price
- $0.111/M
- $0.075 in · $0.220 out
- via models.dev
- Output speed
- –
- First answer
- –
- Context
- 262k
- via models.dev
- Full answer
- –
- Cost per task
- –
- Tokens per task
- –
- Released
- 10 Sep 2026
- Reasoning37
- Agents & tools63
- Multimodal61
- Long context64
Benchmark results
See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.
Reasoning
| Benchmark | not stated | Source | Trend |
|---|---|---|---|
| GPQA Diamond (AA)not in index | 86.2%#116 | Artificial Analysis | |
| Humanity's Last Exam (AA)not in index | 22.0%#212 | Artificial Analysis | |
| HLE-Diamond (AA) | 7.6%#113 | Artificial Analysis | |
| CritPtnot in index | 2.0%#212 | Artificial Analysis |
Coding
| Benchmark | not stated | Source | Trend |
|---|---|---|---|
| SciCode (AA)not in index | 44.2%#160 | Artificial Analysis | |
| Terminal-Bench 4.0 (AA)not in index | 0.0%#171 | Artificial Analysis | |
| Terminal-Bench 2.1 (AA)not in index | 64.4%#87 | Artificial Analysis |
Agents & tools
| Benchmark | not stated | Source | Trend |
|---|---|---|---|
| GDPval-AA v2.1, normalised scorenot in index | 33.0%#76 | Artificial Analysis | |
| GDPval-AA v2.1not in index | 1169#78 | Artificial Analysis | |
| τ³-Banking (AA) | 34.4%#53 | Artificial Analysis | |
| AutomationBenchnot in index | 15.7%#160 | Artificial Analysis | |
| GDP.pdf (AA)not in index | 8.4%#160 | Artificial Analysis | |
| AA-Briefcase v1.1not in index | 985#108 | Artificial Analysis |
Multimodal
| Benchmark | not stated | Source | Trend |
|---|---|---|---|
| MMMU-Pro | 79.0%#76 | Artificial Analysis |
Long context
| Benchmark | not stated | Source | Trend |
|---|---|---|---|
| AA-LCR v1.1 | 78.3%#120 | Artificial Analysis | |
| MLCRnot in index | 5.0%#149 | Artificial Analysis |
Composite
| Benchmark | not stated | Source | Trend |
|---|---|---|---|
| AA Intelligence Index v4.3.2not in index | 24.6#182 | Artificial Analysis | |
| AA Progress Index v1not in index | 281#174 | Artificial Analysis |
Price history
The price above, per 1M tokens, every day it changed.
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 | – |
| Summarize a 30-page report | 12,000 / 600 | $0.0010 | $0.0005 | – |
| Code edit | 6,000 / 1,500 | $0.0008 | $0.0005 | – |
| Agentic coding session | 60,000 / 4,000 | $0.0054 | $0.0027 | – |
| Structured extraction | 2,000 / 200 | $0.0002 | $0.0001 | – |
More from Ant Group
See also
Questions people ask
- Why does Ling 3.0 Flash VL have no BenchLeader Index score?
- The index needs at least five independent results across at least two categories, and as of 6 Nov 2026 Ling 3.0 Flash VL does not have them yet. Launch-post scores are never used, so it is ranked once independent publishers have measured it.
- How much does Ling 3.0 Flash VL cost per 1M tokens?
- As of 6 Nov 2026, Ling 3.0 Flash VL costs $0.075 per 1M input tokens and $0.220 per 1M output tokens, $0.111 blended (three input tokens per output token). The list price last changed on 13 Oct 2026.
- When was Ling 3.0 Flash VL released?
- Ant Group released Ling 3.0 Flash VL on 10 Sep 2026.
Data as of 6 Nov 2026. Compare with another model.
Cite as: BenchLeader, “Ling 3.0 Flash VL: benchmarks, pricing, speed and rank”, data as of 6 Nov 2026, https://www.benchleader.com/models/ling-3-0-flash-vl.