Compare / head-to-head
Dola Seed 2.0 Provs
GPT-5.4
GPT-5.4 leads 6 of 6 shared benchmarks. Dola Seed 2.0 Pro is 5x cheaper per token. GPT-5.4 has the larger context window (1.1M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
0 – 6
GPT-5.4 leads
Cheaper per token
Dola Seed 2.0 Pro
5x cheaper, input + output
Larger context
GPT-5.4
1.1M tokens
Providers
2 providers
ByteDance Seed · OpenAI
Dola Seed 2.0 Pro
ByteDance Seed · released 2026-02-16
textvisionvideo
Quality
Benchmark matrix
6 shared · 9 only Dola Seed 2.0 Pro · 36 only GPT-5.4| Benchmark | Dola Seed 2.0 Pro | GPT-5.4 | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 6 | ||||
| GPQA Diamond | 92.4% ↗ | 92.8% ↗ | -0.4 pt | GPT-5.4 |
| Humanity's Last Exam (no tools) | 33.3% ↗ | 39.8% ↗ | -6.5 pt | GPT-5.4 |
| LMArena Elo | 1447.6 ↗ | 1452.6 ↗ | -5 | GPT-5.4 |
| BrowseComp | 77.3% ↗ | 82.7% ↗ | -5.4 pt | GPT-5.4 |
| LMArena Vision (LMArena) | 1256.6 ↗ | 1283.8 ↗ | -27.2 | GPT-5.4 |
| Terminal-Bench 2.0 | 55.8% ↗ | 75.1% ↗ | -19.3 pt | GPT-5.4 |
| Only Dola Seed 2.0 Pro reports · 9 | ||||
| SWE-bench Verified | 76.5% ↗ | not reported | — | — |
| MMLU-Pro | 90.1% ↗ | not reported | — | — |
| AIME 2025 | 99% ↗ | not reported | — | — |
| BFCL v4 | 73.4% ↗ | 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 | — | — |
| Only GPT-5.4 reports · 36 | ||||
| AIME 2026 | not reported | 99.2% ↗matharena ⚠ | — | — |
| APEX-Agents (Mercor) | not reported | 52.4% ↗ | — | — |
| Chess Puzzles (Epoch AI run) | not reported | 44% ↗epoch run | — | — |
| DeepSWE v1.1 (Datacurve) | not reported | 51.8% ↗ | — | — |
| EBR-bench (Epoch AI run) | not reported | 25.4% ↗epoch run | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | not reported | 49% ↗epoch run | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | not reported | 78.6% ↗epoch run | — | — |
| Furniture Assembly (Epoch AI run) | not reported | 37.5% ↗epoch run | — | — |
| GDPval (wins or ties) | not reported | 83% ↗ | — | — |
| GSO Opt@1 (GSO) | not reported | 30.4% ↗ | — | — |
| Humanity's Last Exam (with tools) | not reported | 52.1% ↗ | — | — |
| LiveBench Agentic Coding (LiveBench) | not reported | 53.8% ↗ | — | — |
| LiveBench Coding (LiveBench) | not reported | 77.5% ↗ | — | — |
| LiveBench Data Analysis (LiveBench) | not reported | 79.3% ↗ | — | — |
| LiveBench Instruction Following (LiveBench) | not reported | 70.2% ↗ | — | — |
| LiveBench Language (LiveBench) | not reported | 82.6% ↗ | — | — |
| LiveBench Mathematics (LiveBench) | not reported | 94.1% ↗ | — | — |
| LiveBench Reasoning (LiveBench) | not reported | 88.1% ↗ | — | — |
| LMArena Agent (LMArena) | not reported | 0.0105 ↗ | — | — |
| LMArena WebDev (LMArena) | not reported | 1395.1 ↗ | — | — |
| MCP Atlas | not reported | 67.2% ↗ | — | — |
| MirrorCode (Epoch AI run) | not reported | 15.6% ↗epoch run | — | — |
| MMMU-Pro (no tools) | not reported | 81.2% ↗ | — | — |
| MMMU-Pro (with tools) | not reported | 82.1% ↗ | — | — |
| Mystery Game Puzzles (Epoch AI run) | not reported | 37% ↗epoch run | — | — |
| OSWorld-Verified | not reported | 75% ↗ | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | not reported | 97.8% ↗epoch run | — | — |
| SAGE (Vals AI) | not reported | 43.3% ↗ | — | — |
| SimpleQA Verified | not reported | 45.1% ↗epoch run | — | — |
| SWE-Bench Pro | not reported | 57.7% ↗ | — | — |
| SWE-bench Verified (Epoch AI run) | not reported | 76.9% ↗epoch run | — | — |
| tau2-bench Banking Knowledge (Sierra) | not reported | 39.4% ↗ | — | — |
| Tau2-bench Telecom | not reported | 98.9% ↗ | — | — |
| Toolathlon | not reported | 54.6% ↗ | — | — |
| Vending-Bench 2 (Andon Labs) | not reported | 6144.18 ↗ | — | — |
| WeirdML (Håvard Tveit Ihle) | not reported | 77.7% ↗ | — | — |
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 GPT-5.4 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 | GPT-5.4 | Edge |
|---|---|---|---|
| Context window | 256K tokens | 1.1M tokens | GPT-5.4 |
| Max output | — | 128K tokens | — |
| Input price / 1M | $0.5 ↗ | $2.5 ↗ | Dola Seed 2.0 Pro |
| Output price / 1M | $3 ↗ | $15 ↗ | Dola Seed 2.0 Pro |
| Cached input / 1M | — | $0.25 ↗ | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $3.5 | $17.5 | Dola Seed 2.0 Pro |
| Modalities | text · vision · video | text · vision | Dola Seed 2.0 Pro |
| Released | 2026-02-16 | 2026-03-05 | — |
| Cited benchmark scores | 16 | 50 | — |
Reliability
Provider status
Live from /statusMore matchups
Dola Seed 2.0 Pro vs …
Models sharing the most benchmarksMore matchups
GPT-5.4 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 GPT-5.4 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.