CADLE CAP
91
Cadle #33/385 · 52% confidence
Model portfolio
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Alibaba · Released 2026-09-21 · v2026-09-21 · Open · Context 1M tokens
Qwen: Qwen3.8 Omni Flash is an open-source model from Alibaba (released 2026-09-21). Context window ~1M tokens with capabilities: Vision, Audio, Video, Text. List pricing ≈ $0.15 / $0.47 per 1M input/output tokens. Top tracked signals: MATH · benchlm 96.2, MATH 96.2, LIVECODEBENCH · benchlm 92.6. Cadle merges provider listings, unified leaderboard medians, and public pricing where available.
Language Cap
91
Cadle Language #33/385 · 52%
Benchmark average
86.8
#19 on the benchmark matrix
Pricing
$0.15
$0.47 / 1M out
CROSS-BOARD RANKS
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
—
AA IQ
—
Coding
80.5
Agentic
87.1
MMLU
59.4
GPQA
91.0
Math
96.2
LiveCodeBench
92.6
HumanEval
—
Reason
91.6
ARC-AGI
—
Coverage AVG
86.8
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.
Only measured signals
CADLE CAP
91
Cadle #33/385 · 52% confidence
CODING
80.5
Media Cap quality axis
AGENTIC
87.1
Media Cap quality axis
MATH
96.2
Media Cap quality axis
KNOWLEDGE
80.2
Media Cap quality axis
BENCHMARK AVG
85.5
14 tracked scores
STRONGEST SIGNAL
MATH · benchlm
Score 96.2
BLENDED $/1M
$0.62
In $0.15 · Out $0.47
Measured matrix / AA / gateway rows only.
Qwen: Qwen3.8 Omni Flash is an open-source model from Alibaba (released 2026-09-21). Context window ~1M tokens with capabilities: Vision, Audio, Video, Text. List pricing ≈ $0.15 / $0.47 per 1M input/output tokens. Top tracked signals: MATH · benchlm 96.2, MATH 96.2, LIVECODEBENCH · benchlm 92.6. Cadle merges provider listings, unified leaderboard medians, and public pricing where available.
PROVIDER
Alibaba
RELEASE
2026-09-21
CONTEXT
1M tokens
STATUS
ACTIVE
OPERATOR NOTES
Quality, latency, cost, and failure modes — not marketing copy.
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First review sets the tone for how teams evaluate Qwen: Qwen3.8 Omni Flash.
| Metric | |
|---|---|
| Provider | Alibaba |
| Release | 2026-09-21 |
| Input / 1M | $0.15 |
| Output / 1M | $0.47 |
| Context | 1M tokens |
| Cadle Cap | 91 |
| Cap board | Cadle Language #33/385 |
| MATH · benchlm | 96.2 |
| MATH | 96.2 |
| LIVECODEBENCH · benchlm | 92.6 |
| LIVECODEBENCH | 92.6 |
| REASON · benchlm | 91.6 |
| REASON | 91.6 |
| GPQA · benchlm | 91.0 |
| GPQA | 91.0 |
| AGENTIC · benchlm | 87.1 |
| AGENTIC | 87.1 |
| CODING · benchlm | 80.5 |
| CODING | 80.5 |
Scores may use different scales — check the Benchmarks tab for source links.
Evidence linked to this model — listing, hub, benchmarks, or live gateway prices.
API
Alibaba listing
API
OpenRouter
COMMUNITY
Papers with Code
COMMUNITY
BenchLM
COMMUNITY
unified-median
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.