INTELLIGENCE
32.5
Media Cap quality axis
Ant Group · ProprietaryinclusionAI: Ling 3.0 Flash VL
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inclusionAI: Ling 3.0 Flash VL
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Ant Group · Released 2026-09-10 · v2026-09-10 · Closed · Context 131K tokens
Language Cap
55
Cadle Language Cap 55 · 71%
Benchmark average
64.4
Not enough benchmark results yet
Pricing
$0.060
$0.18 / 1M out · 264.8 pts/$
CADLE CAP vs MODEL MATRIX
Cadle Cap ranks models on every published score we have for them — harder benchmarks weigh more. Missing tests are skipped, not zeroed. It answers who is stronger than whom in today's pool.
Model Matrix is the datasheet: Overall, Intelligence, Coding, Agentic, MMLU, GPQA, Math, LiveCodeBench, HumanEval, Reason, ARC-AGI. A dash means unmeasured. AVG is an importance-weighted mean of that model's filled cells only.
MODEL MATRIX · TRUTH CENTER CELLS
Overall
46.7
Intelligence
24.6
Coding
57.0
Agentic
48.7
MMLU
79.0
GPQA
86.2
Math
No data yet
LiveCodeBench
44.2
HumanEval
No data yet
Reason
81.8
ARC-AGI
No data yet
Coverage AVG
64.4
Cadle Cap ranks models with within-benchmark percentiles so ARC-AGI ~40 and MMLU ~90 never compete raw. Coverage AVG is an importance-weighted mean of filled expert cells only — blanks are skipped, not zeroed.
ANALYSIS · TRUTH CENTER
Hard benches (GPQA · ARC-AGI · LCB · Agentic) sit left — a mid-40 on ARC-AGI can still be frontier. Broader benches on the right are easier and often higher.
CADLE INSIGHTS
Only measured signals
CODING
57.0
Media Cap quality axis
AGENTIC
48.7
Media Cap quality axis
KNOWLEDGE
83.7
Media Cap quality axis
MATRIX OVERALL
46.7
AVG 64.4 across matrix cells
STRONGEST SIGNAL
Intelligence
Cap axis 32.5
BLENDED $/1M
$0.24
In $0.060 · Out $0.18
VALUE INDEX
194.7
Quality ÷ blended $/1M (higher is better)
SPEED · COST · QUALITY
Measured matrix / AA / gateway rows only.
- Overall (Matrix)
- 46.7
- Cap Intelligence
- 63.5
- AA / Intel index
- 24.6
- Cap Coding
- 45.5
- Matrix Coding
- 57.0
- Input $/1M
- $0.060
- Output $/1M
- $0.18
- Value pts/$
- 264.75
DESCRIPTION + DETAILS
PROVIDER
Ant Group
RELEASE
2026-09-10
CONTEXT
131K tokens
STATUS
ACTIVE
COMMUNITY REVIEWS
OPERATOR NOTES
Quality, latency, cost, and failure modes — not marketing copy.
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First review sets the tone for how teams evaluate inclusionAI: Ling 3.0 Flash VL.
MODEL COMPARISON
| Metric |  inclusionAI: Ling 3.0 Flash VL |
|---|---|
| Provider | Ant Group |
| Release | 2026-09-10 |
| Input / 1M | $0.06 |
| Output / 1M | $0.18 |
| Context | 131K tokens |
| Cadle Cap | 55 |
| Cap board | Cadle Language Cap 55 |
DATA PROVENANCE
Scores may use different scales — check the Benchmarks tab for source links.
- Supabase models
- Cadle public observations
SOURCE TRACKING
Evidence linked to this model — listing, hub, benchmarks, or live gateway prices.
API
Ant Group listing
MEASURED CELLS
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.
Overall46.7
AA IQ24.6
Coding57
Agentic48.7
MMLU79
GPQA86.2
LiveCodeBench44.2