Compare / head-to-head
Dola Seed 2.0 ProvsGemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads 2 of 2 shared benchmarks. Dola Seed 2.0 Pro is 4x 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 – 2
Gemini 3.1 Pro Preview leads
Cheaper per token
Dola Seed 2.0 Pro
4x cheaper, input + output
Larger context
Gemini 3.1 Pro Preview
1.0M tokens
Provider uptime (30d)
— · 100%
ByteDance Seed · Google
Dola Seed 2.0 Pro
ByteDance Seed · released 2026-02-16
textvisionvideo
Gemini 3.1 Pro Preview
Google · released 2026-02-19
textvisionaudio
Quality
Benchmark matrix
2 shared · 12 only Dola Seed 2.0 Pro · 7 only Gemini 3.1 Pro Preview| Benchmark | Dola Seed 2.0 Pro | Gemini 3.1 Pro Preview | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 2 | ||||
| GPQA Diamond | 92.4% ↗ | 94.3% ↗ | -1.9 pt | Gemini 3.1 Pro Preview |
| LMArena Elo | 1447.6 ↗ | 1480.1 ↗ | -32.5 | Gemini 3.1 Pro Preview |
| Only Dola Seed 2.0 Pro reports · 12 | ||||
| SWE-bench Verified | 76.5% ↗ | not reported | — | — |
| MMLU-Pro | 90.1% ↗ | not reported | — | — |
| AIME 2025 | 99% ↗ | not reported | — | — |
| Humanity's Last Exam (no tools) | 33.3% ↗ | not reported | — | — |
| BFCL v4 | 73.4% ↗ | not reported | — | — |
| BrowseComp | 77.3% ↗ | not reported | — | — |
| DeepResearchBench | 53.3% ↗ | not reported | — | — |
| HLE-Verified | 73.6% ↗ | not reported | — | — |
| SciCode | 48.5% ↗ | not reported | — | — |
| SWE-bench Multilingual | 71.7% ↗ | not reported | — | — |
| SWE-bench Pro | 46.9% ↗ | not reported | — | — |
| Terminal-Bench 2.0 | 55.8% ↗ | not reported | — | — |
| Only Gemini 3.1 Pro Preview reports · 7 | ||||
| AIME 2026 | not reported | 98.3% ↗matharena ⚠ | — | — |
| 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 2.0 Pro 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 2.0 Pro | 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 2.0 Pro |
| Output price / 1M | $3 ↗ | $12 ↗ | Dola Seed 2.0 Pro |
| Cached input / 1M | — | $0.2 ↗ | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $3.5 | $14 | Dola Seed 2.0 Pro |
| Modalities | text · vision · video | text · vision · audio | Tie |
| Released | 2026-02-16 | 2026-02-19 | — |
| Cited benchmark scores | 14 | 10 | — |
Reliability
Provider status
Last 60 days · refreshed daily on this page · live on /statusMore matchups
Dola Seed 2.0 Pro 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 2.0 Pro and Gemini 3.1 Pro Preview on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.