INTELLIGENCE
29.0
Media Cap quality axis
Ant Group · ProprietaryinclusionAI: Ling 3.0 Flash
Active
Model portfolio
inclusionAI: Ling 3.0 Flash
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Ant Group · Released 2026-07-23 · v2026-07-23 · Closed · Context 262K tokens
Language Cap
59
Cadle Language Cap 59 · 75%
Benchmark average
74.5
Not enough benchmark results yet
Pricing
$0.021
$0.063 / 1M out · 682.6 pts/$
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
45.0
Intelligence
20.1
Coding
61.5
Agentic
64.5
MMLU
82.0
GPQA
85.5
Math
93.2
LiveCodeBench
63.0
HumanEval
No data yet
Reason
75.2
ARC-AGI
No data yet
Coverage AVG
74.5
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
61.5
Media Cap quality axis
AGENTIC
64.5
Media Cap quality axis
MATH
93.2
Media Cap quality axis
MATRIX OVERALL
45.0
AVG 74.5 across matrix cells
STRONGEST SIGNAL
Intelligence
Cap axis 29.0
BLENDED $/1M
$0.08
In $0.021 · Out $0.063
VALUE INDEX
535.2
Quality ÷ blended $/1M (higher is better)
SPEED · COST · QUALITY
Measured matrix / AA / gateway rows only.
- Overall (Matrix)
- 45.0
- Cap Intelligence
- 57.3
- AA / Intel index
- 20.1
- Cap Coding
- 51.4
- Matrix Coding
- 61.5
- Input $/1M
- $0.021
- Output $/1M
- $0.063
- Value pts/$
- 682.62
DESCRIPTION + DETAILS
PROVIDER
Ant Group
RELEASE
2026-07-23
CONTEXT
262K 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.
MODEL COMPARISON
| Metric |  inclusionAI: Ling 3.0 Flash |
|---|---|
| Provider | Ant Group |
| Release | 2026-07-23 |
| Input / 1M | $0.02 |
| Output / 1M | $0.06 |
| Context | 262K tokens |
| Cadle Cap | 59 |
| Cap board | Cadle Language Cap 59 |
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.
Overall45
AA IQ20.1
Coding61.5
Agentic64.5
MMLU82
GPQA85.5
Math93.2
LiveCodeBench63