Compare / head-to-head
GLM-5vsGPT-6 Astra
GPT-6 Astra leads 2 of 2 shared benchmarks. GLM-5 is 14.3x cheaper per token. GPT-6 Astra 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 – 2
GPT-6 Astra leads
Cheaper per token
GLM-5
14.3x cheaper, input + output
Larger context
GPT-6 Astra
1.1M tokens
Provider uptime (30d)
— · 95.3216%
Z.ai · OpenAI
GPT-6 Astra
OpenAI · released 2026-09-03
textvision
Quality
Benchmark matrix
2 shared · 6 only GLM-5 · 5 only GPT-6 Astra| Benchmark | GLM-5 | GPT-6 Astra | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 2 | ||||
| GPQA Diamond | 87.8% ↗epoch | 96% ↗ | -8.2 pt | GPT-6 Astra |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 80% ↗epoch | 100% ↗epoch | -20 pt | GPT-6 Astra |
| Only GLM-5 reports · 6 | ||||
| SWE-bench Verified | 77.8% ↗ | not reported | — | — |
| AIME 2025 | 96.7% ↗matharena ⚠ | not reported | — | — |
| AIME 2026 | 96.7% ↗matharena ⚠ | not reported | — | — |
| LMArena Elo | 1446.3 ↗ | not reported | — | — |
| SWE-bench Verified (Epoch AI run) | 72.1% ↗epoch | not reported | — | — |
| Terminal-Bench 2.0 | 56.2% ↗ | not reported | — | — |
| Only GPT-6 Astra reports · 5 | ||||
| AutomationBench | not reported | 41.4% ↗ | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | not reported | 97.6% ↗epoch | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | not reported | 93.7% ↗epoch | — | — |
| SimpleQA Verified | not reported | 75.6% ↗epoch | — | — |
| Terminal-Bench Science 0.1 | not reported | 64.6% ↗ | — | — |
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 GLM-5 minus GPT-6 Astra 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 | GLM-5 | GPT-6 Astra | Edge |
|---|---|---|---|
| Context window | 200K tokens | 1.1M tokens | GPT-6 Astra |
| Max output | 131K tokens | 128K tokens | GLM-5 |
| Input price / 1M | $1 ↗ | $10 ↗ | GLM-5 |
| Output price / 1M | $3.2 ↗ | $50 ↗ | GLM-5 |
| Cached input / 1M | $0.2 ↗ | $1 ↗ | GLM-5 |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $4.2 | $60 | GLM-5 |
| Modalities | text | text · vision | GPT-6 Astra |
| Released | — | 2026-09-03 | — |
| Cited benchmark scores | 8 | 8 | — |
Reliability
Provider status
Last 60 days · refreshed daily on this page · live on /statusMore matchups
GLM-5 vs …
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GPT-6 Astra vs …
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Which one wins on your data?
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