Compare / head-to-head
DeepSeek V3.2vsGLM-5.3-Flash
GLM-5.3-Flash leads 2 of 2 shared benchmarks. GLM-5.3-Flash has the larger context window (1M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
0 – 2
GLM-5.3-Flash leads
Cheaper per token
—
list price, input + output
Larger context
GLM-5.3-Flash
1M tokens
Provider uptime (30d)
100% · —
DeepSeek · Z.ai
DeepSeek V3.2
DeepSeek · released 2025-12-01
text
- Context
- 131K
- Max out
- 66K
- Input /1M
- —
- Output /1M
- —
- Cached /1M
- —
- Scores
- 8 · 7 core
GLM-5.3-Flash
Z.ai · released 2026-09-16
textvision
Quality
Benchmark matrix
2 shared · 5 only DeepSeek V3.2 · 17 only GLM-5.3-Flash| Benchmark | DeepSeek V3.2 | GLM-5.3-Flash | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 2 | ||||
| GPQA Diamond | 82.4% ↗ | 90.2% ↗epoch | -7.8 pt | GLM-5.3-Flash |
| LMArena Elo | 1424.8 ↗ | 1471.9 ↗ | -47.1 | GLM-5.3-Flash |
| Only DeepSeek V3.2 reports · 5 | ||||
| SWE-bench Verified | 73.1% ↗ | not reported | — | — |
| MMLU-Pro | 85% ↗ | not reported | — | — |
| AIME 2025 | 93.1% ↗ | not reported | — | — |
| AIME 2026 | 94.2% ↗matharena | not reported | — | — |
| Humanity's Last Exam (no tools) | 25.1% ↗ | not reported | — | — |
| Only GLM-5.3-Flash reports · 17 | ||||
| Agents' Last Exam (ALE-CLI) | not reported | 26.3% ↗ | — | — |
| AutomationBench v1.0.6 | not reported | 48.8% ↗ | — | — |
| BabyVision | not reported | 53.4% ↗ | — | — |
| Chartography (with tools) | not reported | 78% ↗ | — | — |
| CharXiv Reasoning (with tools) | not reported | 89.4% ↗ | — | — |
| DeepSWE v1.1 | not reported | 63.4% ↗ | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | not reported | 17.1% ↗epoch | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | not reported | 55.8% ↗epoch | — | — |
| GDPval-AA v2 | not reported | 1773 ↗ | — | — |
| HLE (with tools) | not reported | 55.3% ↗ | — | — |
| MMVU | not reported | 80.5% ↗ | — | — |
| MVBench | not reported | 77.8% ↗ | — | — |
| NL2Repo | not reported | 56.3% ↗ | — | — |
| OfficeQA Pro | not reported | 62.4% ↗ | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | not reported | 93.9% ↗epoch | — | — |
| Terminal-Bench 2.1 | not reported | 84.3% ↗ | — | — |
| Toolathlon Verified | not reported | 78.4% ↗ | — | — |
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 DeepSeek V3.2 minus GLM-5.3-Flash 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 | DeepSeek V3.2 | GLM-5.3-Flash | Edge |
|---|---|---|---|
| Context window | 131K tokens | 1M tokens | GLM-5.3-Flash |
| Max output | 66K tokens | 131K tokens | GLM-5.3-Flash |
| Input price / 1M | — | $0.15 ↗ | — |
| Output price / 1M | — | $0.5 ↗ | — |
| Cached input / 1M | — | $0.03 ↗ | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | — | $0.65 | — |
| Modalities | text | text · vision | GLM-5.3-Flash |
| Released | 2025-12-01 | 2026-09-16 | — |
| Cited benchmark scores | 8 | 19 | — |
Reliability
Provider status
Last 60 days · refreshed daily on this page · live on /statusMore matchups
DeepSeek V3.2 vs …
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GLM-5.3-Flash vs …
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Which one wins on your data?
Public benchmarks are a starting point. Run DeepSeek V3.2 and GLM-5.3-Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.