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glm-5.2vsgpt-6-astra

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Compare the things that matter before you build: current price, capabilities, and latest aggregated LLM7 statistics.

Current pricing

See the cost difference clearly

What's different

Only capabilities that differ between these models are listed. Green highlights the broader supported option or larger context window.

Context window

glm-5.2

976,000 tokens

gpt-6-astraBetter fit

1,000,000 tokens

Input formats

glm-5.2

text

gpt-6-astra

text, image

Vision

glm-5.2

Not supported

gpt-6-astraBetter fit

Supported

Capability scores

AI-estimated ratings on 30 criteria from head-to-head comparisons against 86 other text models in the LLM7 catalog, judged by TypeSafe Jev from public information (2026-10-20). Each score is the win rate against the field, relative to the strongest model for that criterion (100%). Not a benchmark.

Below 50%50–79%80–94%95%+

glm-5.2 · leads in 3

56%

Moderate

gpt-6-astra · leads in 26

76%

Moderate

Knowledge & reasoning

  • General knowledge

    glm-5.250%
    gpt-6-astraLeads87%
  • Logical reasoning

    glm-5.257%
    gpt-6-astraLeads81%
  • Mathematics

    glm-5.262%
    gpt-6-astraLeads83%
  • Scientific and technical depth

    glm-5.256%
    gpt-6-astraLeads81%
  • Planning and task decomposition

    glm-5.257%
    gpt-6-astraLeads81%

Coding & tools

  • Code generation

    glm-5.247%
    gpt-6-astraLeads75%
  • Debugging and code review

    glm-5.258%
    gpt-6-astraLeads82%
  • Agentic coding

    glm-5.261%
    gpt-6-astraLeads83%
  • Tool and function calling

    glm-5.255%
    gpt-6-astraLeads82%
  • SQL and query writing

    glm-5.263%
    gpt-6-astraLeads82%

Writing & language

  • Creative writing

    glm-5.244%
    gpt-6-astraLeads77%
  • Professional writing

    glm-5.251%
    gpt-6-astraLeads79%
  • Conversational quality

    glm-5.249%
    gpt-6-astraLeads80%
  • Multilingual ability

    glm-5.2Leads84%
    gpt-6-astra76%
  • Translation

    glm-5.261%
    gpt-6-astraLeads81%
  • Summarization

    glm-5.257%
    gpt-6-astraLeads77%

Data & professional work

  • Data analysis

    glm-5.261%
    gpt-6-astraLeads84%
  • Professional domains

    glm-5.253%
    gpt-6-astraLeads81%
  • Information extraction

    glm-5.261%
    gpt-6-astraLeads82%
  • Classification and labeling

    glm-5.261%
    gpt-6-astraLeads86%
  • Long-context handling

    glm-5.267%
    gpt-6-astraLeads84%

Reliability & control

  • Instruction following

    glm-5.253%
    gpt-6-astraLeads78%
  • Structured output

    glm-5.260%
    gpt-6-astraLeads84%
  • Factual accuracy

    glm-5.250%
    gpt-6-astraLeads75%
  • Safety and alignment

    glm-5.245%
    gpt-6-astraLeads72%
  • Steerability

    glm-5.249%
    gpt-6-astraLeads77%
  • Output consistency

    glm-5.260%
    gpt-6-astraLeads80%

Speed, cost & vision

  • Response speed

    glm-5.2Leads37%
    gpt-6-astra30%
  • Cost efficiency

    glm-5.2Leads43%
    gpt-6-astra28%
  • Image understanding

    glm-5.2No image input
    gpt-6-astra61%

Latest LLM7 statistics

Recent aggregated percentages and response-time metrics from LLM7, not a global model benchmark or traffic disclosure.

Recent stability

glm-5.2

99.94%

gpt-6-astra

95.42%

Average response time

glm-5.2

2,766.68 ms

gpt-6-astra

14,182.07 ms

P95 API latency

glm-5.2

10,000 ms

gpt-6-astra

60,000 ms

Side-by-side trends

Shared charts make the observed differences easier to read. Metrics without enough history stay hidden.

Request success rate

Both models on the same scale

glm-5.2: 100%gpt-6-astra: 100%
21 Sept21 Oct

Average API latency

Both models on the same scale

glm-5.2: 666 msgpt-6-astra: 4,296 ms
21 Sept21 Oct

P95 API latency

Both models on the same scale

glm-5.2: 5,000 msgpt-6-astra: 10,000 ms
21 Sept21 Oct

Estimate your workload

Published rates are loaded from the pricing API; per-request quotes are billed from actual provider usage.

Checking current pricing…
Checking current pricing…

Quick take

  • gpt-6-astra has a larger context window.
  • gpt-6-astra supports image input while the other model does not.
  • glm-5.2 recorded higher recent LLM7 stability during this period.
  • glm-5.2 recorded a lower observed p95 API latency on LLM7 during this period.

Keep exploring