Compare / head-to-head
Dola Seed 2.1 TurbovsGemini 3.1 Pro Preview
Dola Seed 2.1 Turbo and Gemini 3.1 Pro Preview do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Dola Seed 2.1 Turbo is 4.7x cheaper per token. Gemini 3.1 Pro Preview has the larger context window (1.0M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
0
no overlap yet
Cheaper per token
Dola Seed 2.1 Turbo
4.7x cheaper, input + output
Larger context
Gemini 3.1 Pro Preview
1.0M tokens
Provider uptime (30d)
— · 100%
ByteDance Seed · Google
Dola Seed 2.1 Turbo
ByteDance Seed · released 2026-07-13
textvisionvideo
Gemini 3.1 Pro Preview
Google · released 2026-02-19
textvisionaudio
Quality
Benchmark matrix
0 shared · 26 only Dola Seed 2.1 Turbo · 9 only Gemini 3.1 Pro Preview| Benchmark | Dola Seed 2.1 Turbo | Gemini 3.1 Pro Preview | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 0 | ||||
| No public benchmark is reported for both models yet. | ||||
| Only Dola Seed 2.1 Turbo reports · 26 | ||||
| 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 | — | — |
| Terminal-Bench 2.1 | 67.6% ↗ | 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 Gemini 3.1 Pro Preview reports · 9 | ||||
| GPQA Diamond | not reported | 94.3% ↗ | — | — |
| AIME 2026 | not reported | 98.3% ↗matharena ⚠ | — | — |
| LMArena Elo | not reported | 1480.1 ↗ | — | — |
| ARC-AGI-2 | not reported | 77.1% ↗ | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | not reported | 26.8% ↗epoch | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | not reported | 59.6% ↗epoch | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | not reported | 95.6% ↗epoch | — | — |
| SimpleQA Verified | not reported | 73.5% ↗epoch | — | — |
| SWE-Bench Pro | not reported | 54.2% ↗ | — | — |
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 Gemini 3.1 Pro Preview 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 | Gemini 3.1 Pro Preview | Edge |
|---|---|---|---|
| Context window | 256K tokens | 1.0M tokens | Gemini 3.1 Pro Preview |
| Max output | — | 66K tokens | — |
| Input price / 1M | $0.5 ↗ | $2 ↗ | Dola Seed 2.1 Turbo |
| Output price / 1M | $2.5 ↗ | $12 ↗ | Dola Seed 2.1 Turbo |
| Cached input / 1M | $0.1 ↗ | $0.2 ↗ | Dola Seed 2.1 Turbo |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $3 | $14 | Dola Seed 2.1 Turbo |
| Modalities | text · vision · video | text · vision · audio | Tie |
| Released | 2026-07-13 | 2026-02-19 | — |
| Cited benchmark scores | 26 | 10 | — |
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
Gemini 3.1 Pro Preview vs …
Models sharing the most benchmarksBuilt by Respan
Which one wins on your data?
Public benchmarks are a starting point. Run Dola Seed 2.1 Turbo and Gemini 3.1 Pro Preview on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.