Compare / head-to-head
Dola Seed 2.1 TurbovsGLM-5.3
GLM-5.3 leads 1 of 1 shared benchmark. Dola Seed 2.1 Turbo is 1.9x cheaper per token. GLM-5.3 has the larger context window (1M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
0 – 1
GLM-5.3 leads
Cheaper per token
Dola Seed 2.1 Turbo
1.9x cheaper, input + output
Larger context
GLM-5.3
1M tokens
Provider uptime (30d)
— · —
ByteDance Seed · Z.ai
Dola Seed 2.1 Turbo
ByteDance Seed · released 2026-07-13
textvisionvideo
Quality
Benchmark matrix
1 shared · 25 only Dola Seed 2.1 Turbo · 23 only GLM-5.3| Benchmark | Dola Seed 2.1 Turbo | GLM-5.3 | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 1 | ||||
| Terminal-Bench 2.1 | 67.6% ↗ | 88.2% ↗ | -20.6 pt | GLM-5.3 |
| 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 GLM-5.3 reports · 23 | ||||
| GPQA Diamond | not reported | 90.9% ↗epoch | — | — |
| Agents' Last Exam | not reported | 28.5% ↗ | — | — |
| Agents' Last Exam (ALE-CLI) | not reported | 28.5% ↗ | — | — |
| AutomationBench v1.0.6 | not reported | 48.2% ↗ | — | — |
| CyberGym | not reported | 84.5% ↗ | — | — |
| DeepSWE v1.1 | not reported | 66.9% ↗ | — | — |
| ExploitBench | not reported | 54.4% ↗ | — | — |
| ExploitGym 2h | not reported | 105 ↗ | — | — |
| ExploitGym 6h | not reported | 130 ↗ | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | not reported | 29.3% ↗epoch | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | not reported | 68.8% ↗epoch | — | — |
| FrontierSWE | not reported | 78.1% ↗ | — | — |
| GDPval-AA v2 | not reported | 1769 ↗ | — | — |
| HLE (with tools) | not reported | 62.5% ↗ | — | — |
| NL2Repo | not reported | 58% ↗ | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | not reported | 91.1% ↗epoch | — | — |
| PostTrainBench | not reported | 39.8% ↗ | — | — |
| ProgramBench (Almost Solved) | not reported | 19% ↗ | — | — |
| SimpleQA Verified | not reported | 41% ↗epoch | — | — |
| SWE-Marathon v1.1 | not reported | 42.5% ↗ | — | — |
| Terminal-Bench 3.0 | not reported | 28.3% ↗ | — | — |
| Toolathlon Verified | not reported | 73% ↗ | — | — |
| Z.ai Code Bench (max effort) | not reported | 34.5% ↗ | — | — |
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 GLM-5.3 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 | GLM-5.3 | Edge |
|---|---|---|---|
| Context window | 256K tokens | 1M tokens | GLM-5.3 |
| Max output | — | 131K tokens | — |
| Input price / 1M | $0.5 ↗ | $1.4 ↗ | Dola Seed 2.1 Turbo |
| Output price / 1M | $2.5 ↗ | $4.4 ↗ | Dola Seed 2.1 Turbo |
| Cached input / 1M | $0.1 ↗ | $0.26 ↗ | Dola Seed 2.1 Turbo |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $3 | $5.8 | Dola Seed 2.1 Turbo |
| Modalities | text · vision · video | text | Dola Seed 2.1 Turbo |
| Released | 2026-07-13 | 2026-08-14 | — |
| Cited benchmark scores | 26 | 33 | — |
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
GLM-5.3 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 GLM-5.3 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.