Compare / head-to-head
Dola Seed 2.0 ProvsSonar Deep Research
Dola Seed 2.0 Pro and Sonar Deep Research do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Dola Seed 2.0 Pro is 2.9x cheaper per token. Dola Seed 2.0 Pro has the larger context window (256K 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 2.0 Pro
2.9x cheaper, input + output
Larger context
Dola Seed 2.0 Pro
256K tokens
Provider uptime (30d)
— · 100%
ByteDance Seed · Perplexity
Dola Seed 2.0 Pro
ByteDance Seed · released 2026-02-16
textvisionvideo
Sonar Deep Research
Perplexity · released 2025-02-14
text
Quality
Benchmark matrix
0 shared · 14 only Dola Seed 2.0 Pro · 6 only Sonar Deep Research| Benchmark | Dola Seed 2.0 Pro | Sonar Deep Research | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 0 | ||||
| No public benchmark is reported for both models yet. | ||||
| Only Dola Seed 2.0 Pro reports · 14 | ||||
| SWE-bench Verified | 76.5% ↗ | not reported | — | — |
| GPQA Diamond | 92.4% ↗ | not reported | — | — |
| MMLU-Pro | 90.1% ↗ | not reported | — | — |
| AIME 2025 | 99% ↗ | not reported | — | — |
| Humanity's Last Exam (no tools) | 33.3% ↗ | not reported | — | — |
| LMArena Elo | 1447.6 ↗ | 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 Sonar Deep Research reports · 6 | ||||
| DRACO Breadth & Depth (Opus 4.6 base) | not reported | 73.1% ↗ | — | — |
| DRACO Citation Quality (Opus 4.6 base) | not reported | 64.6% ↗ | — | — |
| DRACO Factual Accuracy (Opus 4.6 base) | not reported | 67.9% ↗ | — | — |
| DRACO Normalized Score (Opus 4.6 base) | not reported | 70.5% ↗ | — | — |
| DRACO Pass Rate (Opus 4.6 base) | not reported | 72.8% ↗ | — | — |
| DRACO Presentation Quality (Opus 4.6 base) | not reported | 90.3% ↗ | — | — |
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 Sonar Deep Research 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 | Sonar Deep Research | Edge |
|---|---|---|---|
| Context window | 256K tokens | 128K tokens | Dola Seed 2.0 Pro |
| Max output | — | — | — |
| Input price / 1M | $0.5 ↗ | $2 ↗ | Dola Seed 2.0 Pro |
| Output price / 1M | $3 ↗ | $8 ↗ | Dola Seed 2.0 Pro |
| Cached input / 1M | — | — | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $3.5 | $10 | Dola Seed 2.0 Pro |
| Modalities | text · vision · video | text | Dola Seed 2.0 Pro |
| Released | 2026-02-16 | 2025-02-14 | — |
| Cited benchmark scores | 14 | 6 | — |
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 benchmarksBuilt by Respan
Which one wins on your data?
Public benchmarks are a starting point. Run Dola Seed 2.0 Pro and Sonar Deep Research on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.