GPT-6 Astra vs GLM 5.3
Model Markets Rankings
Intelligence, Cost, and Efficiency
| Ranking | GPT-6 Astra | GLM-5.3 |
|---|---|---|
| CostLower is better · Published-token output estimate | UnrankedNot in the 36-model eligible cohort | #28 of 36$0.248 per LiveBench case |
Ranks come from the current complete eligible cohorts. Green highlights appear only when both models are ranked in the same metric. Missing required inputs remain unranked, and the three dimensions are not collapsed into an overall winner.
Benchmark Performance
Available Benchmarks
Technical Differences
Side-by-Side Facts
| Field | GPT-6 Astra | GLM-5.3 |
|---|---|---|
| Developer | OpenAI | Z.ai |
| Family | Gpt 6 | Glm 5 3 |
| Model | GPT-6 Astra | GLM-5.3 |
| Version | GPT-6 Astra | GLM-5.3 |
| Lifecycle | active | active |
| Released | 2026-09-03 | Unknown |
| Knowledge cutoff | 2026-04-30 | Unknown |
| Input modalities | Text, Image | Text |
| Output modalities | Text | Text |
| Context window | 1,050K | 1,000K |
| Total parameters | Unknown | Unknown |
| Active parameters | Unknown | Unknown |
| License | Unknown | Unknown |
| Open weights | No | No |
| API available | Yes | Yes |
| Self-hostable | No | No |
| Provider access | Openai (Standard) | Deepinfra (Standard), Fireworks Ai (Standard), Together Ai (Standard), Z.ai (Standard) |
| Capabilities | chat, computer-use, generation, reasoning, research, tools | agents, chat, reasoning, structured_outputs, tools |
13 comparable fields · 8 material differences · Pair passes the primary-source comparison gate
GPT-6 Astra Capabilities
GLM 5.3 Capabilities
Internal Comparison Graph
Related Comparisons
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|---|---|---|---|
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Primary Evidence
Sources and Freshness
Questions
GPT-6 Astra vs GLM 5.3 FAQs
Is GPT-6 Astra or GLM 5.3 better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both GPT-6 Astra and GLM 5.3, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, GPT-6 Astra or GLM 5.3?+
GPT-6 Astra is $10.00 and GLM 5.3 is $1.20 per million tokens, so GLM 5.3 is cheaper on this metric. GPT-6 Astra is $50.00 and GLM 5.3 is $4.00 per million tokens, so GLM 5.3 is cheaper on this metric.
Which has a larger context window, GPT-6 Astra or GLM 5.3?+
GPT-6 Astra has the larger sourced context window. GPT-6 Astra supports 1,050K and GLM 5.3 supports 1,000K.
Which performs better in benchmarks, GPT-6 Astra or GLM 5.3?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can GPT-6 Astra or GLM 5.3 be self-hosted?+
Both models have the same recorded self-hosting status: unsupported. GPT-6 Astra is not marked open weight; GLM 5.3 is not marked open weight.
Can GPT-6 Astra and GLM 5.3 understand images?+
GPT-6 Astra is documented with image input; GLM 5.3 is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, GPT-6 Astra or GLM 5.3?+
GLM 5.3 has the larger sourced maximum output: GPT-6 Astra supports 128K and GLM 5.3 supports 131K output tokens.
Do GPT-6 Astra and GLM 5.3 support reasoning and tool use?+
GPT-6 Astra: reasoning, tool calling, and image input. GLM 5.3: reasoning and tool calling. Feature support does not establish relative quality.
Which is available from more inference providers, GPT-6 Astra or GLM 5.3?+
GPT-6 Astra has 1 sourced provider route; GLM 5.3 has 4, so GLM 5.3 has broader tracked availability.
Which offers better value, GPT-6 Astra or GLM 5.3?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.