Compare / head-to-head
Dola Seed 2.1 TurbovsStep 3.7 Flash
Dola Seed 2.1 Turbo leads 1 of 1 shared benchmark. Both offer a 256K-token context window.
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
1 – 0
Dola Seed 2.1 Turbo leads
Cheaper per token
—
list price, input + output
Larger context
Tie
both 256K tokens
Provider uptime (30d)
— · —
ByteDance Seed · StepFun
Dola Seed 2.1 Turbo
ByteDance Seed · released 2026-07-13
textvisionvideo
Step 3.7 Flash
StepFun · released 2026-05-29
textvision
- Context
- 256K
- Max out
- —
- Input /1M
- —
- Output /1M
- —
- Cached /1M
- —
- Scores
- 19 · 6 core
Quality
Benchmark matrix
1 shared · 25 only Dola Seed 2.1 Turbo · 18 only Step 3.7 Flash| Benchmark | Dola Seed 2.1 Turbo | Step 3.7 Flash | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 1 | ||||
| Terminal-Bench 2.1 | 67.6% ↗ | 59.6% ↗ | +8 pt | Dola Seed 2.1 Turbo |
| Only Dola Seed 2.1 Turbo reports · 25 | ||||
| Agent Startup Bench | 54% ↗ | not reported | — | — |
| BabyVision | 62.9% ↗ | not reported | — | — |
| BeyondAIME | 88% ↗ | not reported | — | — |
| CharXiv-RQ | 82.5% ↗ | not reported | — | — |
| CharXiv-RQ (with tools) | 83.6% ↗ | not reported | — | — |
| ERQA | 71.3% ↗ | not reported | — | — |
| KINA | 46.6% ↗ | not reported | — | — |
| MathVision | 90.1% ↗ | not reported | — | — |
| MathVision (with tools) | 92.7% ↗ | not reported | — | — |
| Minerva Video Reasoning | 65.9% ↗ | not reported | — | — |
| MMLongBench 128K | 76.9% ↗ | not reported | — | — |
| MMMU-Pro | 80.1% ↗ | not reported | — | — |
| MMMU-Pro (with tools) | 82.2% ↗ | not reported | — | — |
| NL2Repo-Bench | 43.7% ↗ | not reported | — | — |
| OVOBench | 79.2% ↗ | not reported | — | — |
| SuperGPQA | 67.4% ↗ | not reported | — | — |
| SWE-Atlas | 30.6% ↗ | not reported | — | — |
| TOMATO | 56.8% ↗ | not reported | — | — |
| VideoMME | 89% ↗ | not reported | — | — |
| VideoSimpleQA | 71.4% ↗ | not reported | — | — |
| Workspace Bench | 54.7% ↗ | not reported | — | — |
| WorldVQA | 48.6% ↗ | not reported | — | — |
| xDailyBench | 56.4% ↗ | not reported | — | — |
| ZEROBench | 11% ↗ | not reported | — | — |
| ZEROBench (with tools) | 20% ↗ | 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 Dola Seed 2.1 Turbo 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 | Dola Seed 2.1 Turbo | Step 3.7 Flash | Edge |
|---|---|---|---|
| Context window | 256K tokens | 256K tokens | Tie |
| Max output | — | — | — |
| Input price / 1M | $0.5 ↗ | — | — |
| Output price / 1M | $2.5 ↗ | — | — |
| Cached input / 1M | $0.1 ↗ | — | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $3 | — | — |
| Modalities | text · vision · video | text · vision | Dola Seed 2.1 Turbo |
| 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
Dola Seed 2.1 Turbo vs …
Models sharing the most benchmarksMore matchups
Step 3.7 Flash vs …
Models sharing the most benchmarksBuilt by Respan
Which one wins on your data?
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