Ant Group Ling 2
Ant Group · Undisclosed (MoE, finance-optimised)
The finance-scenario model with Chinese 92
Ant’s general model, with Chinese context 92 — eighth on this site, behind Doubao’s 97, the three 95s at Qwen3.8-Max/GLM-5/GLM-5.3, Qwen3.5’s 94 and the two 93s at Kimi K3/ERNIE. Composite 80.8, ranked 22nd: not high, but its accumulation on financial instruments, compliance text and payment documents is exclusive. Grade B: three months old with limited third-party reproduction.
Last updated Oct 18, 2026Editorial scoring
Bottom line
Eight-dimension breakdown
editorial mapping · 0–100- Ant Group Ling 280.8
Weights: perception 20 / documents 18 / charts 14 / video 14 / agents 14 / generation 6 / Chinese 6 / ecosystem 8. Definitions and sources on the methodology page.
Public benchmarks
as reported, not converted| Benchmark / metric | Value | Note |
|---|---|---|
| 中文金融文本评测 | 91.5 | Vendor figure |
| 输出单价 | ¥5 | Official API |
Public scores come from different versions and prompts and are not interchangeable with our composite; they are one evidence input.
Scenario mapping
five stress tests, one scale| Scenario | Score | Observation |
|---|---|---|
| Chinese receipt OCR | 88 · Boosted by financial-instrument scenarios | |
| Chart data extraction | 80 · Reliable on standard charts | |
| 30-min video QA | 56 · Summary level only | |
| Mobile GUI control | 74 · Not trained for GUI | |
| Chinese cultural context | 92 · Same as our Chinese dimension |
Strengths and limitations
Strengths
- Chinese 92: exclusive register priors on financial text, compliance language and policy documents.
- Deep scenario corpora on financial instruments and compliance documents.
- 256K context at ¥5 — a rare strong-Chinese option at mid price.
Limitations
- Video 60, generation 68: general multimodal capability is priced in as skewed.
- Ecosystem bound to Ant’s stack: read the terms on payment, chain and cloud restrictions carefully.
- Grade B: three months old, third-party reproduction still limited.
Price and real cost
List price
¥5/M tokens
≈ ¥5 / 1M output tokens. For 1,000 images at 1,024px, ~1,100 image tokens each and 300 output tokens, the monthly cost is about ¥3.0 (assuming input at 25% of output price).
Use your volumeAbout Ant Group Ling 2
Is Ant Group Ling 2 open source?
Licence: Closed commercial. No public weights; access is via vendor API or an on-prem licence.
How much does Ant Group Ling 2 cost?
≈ ¥5 / 1M output tokens. It ranks #22 with a composite of 80.8. Real bills depend on resolution, tiling, caching and volume discounts.
What is Ant Group Ling 2 best for?
Financial instrument and compliance document processing; Chinese long-form text and policy interpretation; Payment and risk-control QA。
Why does Ant Group Ling 2 score 80.8?
The composite weights eight dimensions: perception 20%, documents 18%, charts 14%, video 14%, agents 14%, generation 6%, Chinese 6%, ecosystem 8%. Its strongest dimension is Chinese context & culture; its weakest is Video & long-horizon reasoning.
Personal ranking · Not an official score
Every ranking, score and comparison on this page is an independent personal ranking, not an official score, and represents no vendor, institution or regulator. Scores are a subjective mapping of public evidence under our own weights — change the weights and the order changes. Disagree, or spotted a factual error? Contact the site owner: jizhi2024@foxmail.com — we check each report and log corrections in the changelog.