SPEED · COST · QUALITY
Measured matrix / AA / gateway rows only.
- Overall (Matrix)
- 69.5
- AA / Intel index
- 43.7
- Matrix Coding
- 80.5
- Input $/1M
- $1.00
- Output $/1M
- $2.70
- Value pts/$
- 11.81
Model portfolio
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StepFun · Released 2026-10-08 · v2026-10-08 · Closed · Context 1.0M tokens
Vision Cap
No data yet
vision · unranked
Benchmark average
76.2
Not enough benchmark results yet
Pricing
$1.00
$2.70 / 1M out · 11.8 pts/$
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
69.5
Intelligence
43.7
Coding
80.5
Agentic
63.4
MMLU
76.4
GPQA
93.5
Math
No data yet
LiveCodeBench
58.9
HumanEval
No data yet
Reason
88.3
ARC-AGI
No data yet
Coverage AVG
76.2
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.
NOT RANKED YET
We only rank a model once it has enough published benchmark results to compare fairly. Everything below is what we do know: pricing, news and any scores that have been published.
Measured matrix / AA / gateway rows only.
PROVIDER
StepFun
RELEASE
2026-10-08
CONTEXT
1.0M tokens
STATUS
ACTIVE
OPERATOR NOTES
Quality, latency, cost, and failure modes — not marketing copy.
No reviews yet
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First review sets the tone for how teams evaluate StepFun: Step 5 Preview.
| Metric | |
|---|---|
| Provider | StepFun |
| Release | 2026-10-08 |
| Input / 1M | $1.00 |
| Output / 1M | $2.70 |
| Context | 1.0M tokens |
| Cadle Cap | 81 |
| Cap board | Unranked |
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
StepFun listing
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.