GLM 5.3 vs GPT-6 Astra
Price, context window & benchmark comparison
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Verdict: GLM 5.3 is 49.7× cheaper than GPT-6 Astra on a typical 3:1 input/output mix. GPT-6 Astra scores higher on the Artificial Analysis Intelligence Index (56.9 vs 31.7). GPT-6 Astra has the larger context window (1.1M vs 1M).
| GLM 5.3 | GPT-6 Astra | |
|---|---|---|
| Input price / 1M | $0.0699 | $10.00 |
| Output price / 1M | $1.40 | $50.00 |
| Blended price (3:1) | $0.40 | $20.00 |
| Cached input / 1M | $0.0689 | $1.00 |
| Context window | 1M | 1.1M |
| Max output | 944K | 128K |
| Intelligence index | 31.7 | 56.9 |
| Coding index | 74.8 | 76.9 |
| Providers | 48 | 7 |
| Best provider uptime (30m) | 100.0% | 100.0% |
| Vision input | No | Yes |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Released | 2026-08-18 | 2026-09-04 |
| Retirement | — | — |
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FAQ
Which is cheaper, GLM 5.3 or GPT-6 Astra?
GLM 5.3 is 49.7× cheaper than GPT-6 Astra on a typical 3:1 input/output mix.
GLM 5.3 vs GPT-6 Astra: which has a bigger context window?
GLM 5.3: 1,048,576 tokens. GPT-6 Astra: 1,050,000 tokens.
How much would 1 million requests cost?
At 2,000 input + 500 output tokens per request: GLM 5.3 ≈ $839.80, GPT-6 Astra ≈ $45,000.
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