Compare / head-to-head
Seed2.1 ProvsStep 3.7 Flash
Seed2.1 Pro leads 1 of 1 shared benchmark.
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
1 – 0
Seed2.1 Pro leads
Cheaper per token
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list price, input + output
Larger context
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unknown
Provider uptime (30d)
— · —
ByteDance Seed · StepFun
Seed2.1 Pro
ByteDance Seed · released 2026-07-13
textvisionvideo
- Context
- —
- Max out
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- Input /1M
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- Output /1M
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- Cached /1M
- —
- Scores
- 26 · 2 core
Step 3.7 Flash
StepFun · released 2026-05-29
textvision
- Context
- 256K
- Max out
- —
- Input /1M
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- Output /1M
- —
- Cached /1M
- —
- Scores
- 19 · 6 core
Quality
Benchmark matrix
1 shared · 25 only Seed2.1 Pro · 18 only Step 3.7 Flash| Benchmark | Seed2.1 Pro | Step 3.7 Flash | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 1 | ||||
| Terminal-Bench 2.1 | 71% ↗ | 59.6% ↗ | +11.4 pt | Seed2.1 Pro |
| Only Seed2.1 Pro reports · 25 | ||||
| Agent Startup Bench | 68.8% ↗ | not reported | — | — |
| BabyVision | 73.7% ↗ | not reported | — | — |
| BeyondAIME | 87% ↗ | not reported | — | — |
| CharXiv-RQ | 85.4% ↗ | not reported | — | — |
| CharXiv-RQ (with tools) | 86.4% ↗ | not reported | — | — |
| ERQA | 72% ↗ | not reported | — | — |
| KINA | 48.3% ↗ | not reported | — | — |
| MathVision | 92.6% ↗ | not reported | — | — |
| MathVision (with tools) | 94.5% ↗ | not reported | — | — |
| Minerva Video Reasoning | 70.7% ↗ | not reported | — | — |
| MMLongBench 128K | 78.3% ↗ | not reported | — | — |
| MMMU-Pro | 81.6% ↗ | not reported | — | — |
| MMMU-Pro (with tools) | 82.7% ↗ | not reported | — | — |
| NL2Repo-Bench | 47% ↗ | not reported | — | — |
| OVOBench | 80.7% ↗ | not reported | — | — |
| SuperGPQA | 70.8% ↗ | not reported | — | — |
| SWE-Atlas | 35.2% ↗ | not reported | — | — |
| TOMATO | 79.5% ↗ | not reported | — | — |
| VideoMME | 89.2% ↗ | not reported | — | — |
| VideoSimpleQA | 76.4% ↗ | not reported | — | — |
| Workspace Bench | 53% ↗ | not reported | — | — |
| WorldVQA | 53% ↗ | not reported | — | — |
| xDailyBench | 61% ↗ | not reported | — | — |
| ZEROBench | 18% ↗ | not reported | — | — |
| ZEROBench (with tools) | 22% ↗ | not reported | — | — |
| Only Step 3.7 Flash reports · 18 | ||||
| SWE-bench Verified | not reported | 76.5% ↗ | — | — |
| AIME 2026 | not reported | 95% ↗matharena ⚠ | — | — |
| AA-LCR | not reported | 63.9% ↗ | — | — |
| BrowseComp | not reported | 75.8% ↗ | — | — |
| ClawEval v1.1 | not reported | 67.1% ↗ | — | — |
| DeepSearchQA Accuracy | not reported | 81.7% ↗ | — | — |
| DeepSearchQA F1 | not reported | 92.8% ↗ | — | — |
| GDPval-Stirrup | not reported | 1415.8 ↗ | — | — |
| GDPval-Stirrup Intelligence Index | not reported | 45.8 ↗ | — | — |
| HLE (with tools, text-only) | not reported | 49.7% ↗ | — | — |
| HLE (with tools) | not reported | 47.2% ↗ | — | — |
| ResearchRubrics | not reported | 71.7% ↗ | — | — |
| SimpleVQA (with tools) | not reported | 79.2% ↗ | — | — |
| SWE-bench Multilingual | not reported | 72.4% ↗ | — | — |
| SWE-bench Pro | not reported | 56.3% ↗ | — | — |
| Toolathlon | not reported | 49.5% ↗ | — | — |
| V* (with Python) | not reported | 95.3% ↗ | — | — |
| WorldVQA (with visual search) | not reported | 58.1% ↗ | — | — |
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Seed2.1 Pro minus Step 3.7 Flash in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | Seed2.1 Pro | Step 3.7 Flash | Edge |
|---|---|---|---|
| Context window | — | 256K tokens | — |
| Max output | — | — | — |
| Input price / 1M | — | — | — |
| Output price / 1M | — | — | — |
| Cached input / 1M | — | — | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | — | — | — |
| Modalities | text · vision · video | text · vision | Seed2.1 Pro |
| Released | 2026-07-13 | 2026-05-29 | — |
| Cited benchmark scores | 26 | 19 | — |
Reliability
Provider status
Last 60 days · refreshed daily on this page · live on /statusMore matchups
Seed2.1 Pro vs …
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Step 3.7 Flash vs …
Models sharing the most benchmarksBuilt by Respan
Which one wins on your data?
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