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Model comparison

GLM-5V-Turbo vs GPT-5.1-Codex

Data verified

Head-to-head evidence from 14 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

63.5/100
Margin
10.8pts
← winning
52.72/100
0 category wins0 category wins

Public leaderboard positions: GLM-5V-Turbo #39 (Supported); GPT-5.1-Codex #99 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GLM-5V-Turbo and GPT-5.1-Codex share 14 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to GLM-5V-Turbo; 2 to GPT-5.1-Codex.

Updated July 23, 2026
Shared results
14
GLM-5V-Turbo only
1
GPT-5.1-Codex only
2
Comparable categories
0 / 8

Benchmark data for GLM-5V-Turbo and GPT-5.1-Codex is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 14 shared benchmark results across 6 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

GPT-5.1-Codex has the larger context window at 400K, compared with 200K for GLM-5V-Turbo.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGLM-5V-TurboGPT-5.1-CodexComparison
Input / output priceUSD per 1M tokensGLM-5V-Turbo$1.2 input / $4 outputGPT-5.1-CodexNot availableA complete price comparison is not available.
Generation speedtokens per secondGLM-5V-TurboNot availableGPT-5.1-CodexNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGLM-5V-TurboNot availableGPT-5.1-CodexNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGLM-5V-Turbo200KGPT-5.1-Codex400KGPT-5.1-Codex lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGLM-5V-TurboGPT-5.1-CodexResult
Claw-EvalSource 53.8%Not comparable
τ²-bench resultsSource 98.5%83%GLM-5V-Turbo leads
Gert LabsSource 30.76%49.68%GPT-5.1-Codex leads
JobBenchSource 26.2%Not comparable
Coding
BenchmarkGLM-5V-TurboGPT-5.1-CodexResult
AA-SciCodeSource 43.5%40.2%GLM-5V-Turbo leads
Vibe Code BenchSource 13.12%Not comparable
Reasoning
BenchmarkGLM-5V-TurboGPT-5.1-CodexResult
AA-LCRSource 61.0%67.3%GPT-5.1-Codex leads
CritPtSource 0.6%5.7%GPT-5.1-Codex leads
Knowledge
BenchmarkGLM-5V-TurboGPT-5.1-CodexResult
Artificial Analysis Intelligence IndexSource 34.5%34.7%GPT-5.1-Codex leads
AA-GPQA DiamondSource 80.9%86.0%GPT-5.1-Codex leads
AA-HLESource 15.8%23.4%GPT-5.1-Codex leads
AA-Omniscience IndexSource -19.0%-6.0%GPT-5.1-Codex leads
AA-Omniscience AccuracySource 29.1%39.2%GPT-5.1-Codex leads
AA-Omniscience Hallucination RateSource 67.9%74.4%GLM-5V-Turbo leads
Multimodal
BenchmarkGLM-5V-TurboGPT-5.1-CodexResult
AA-MMMU-ProSource 72.8%72.5%GLM-5V-Turbo leads
Design Arena WebsiteSource 12581191GLM-5V-Turbo leads
Inst. Following
BenchmarkGLM-5V-TurboGPT-5.1-CodexResult
AA-IFBenchSource 61.1%70.0%GPT-5.1-Codex leads
Frequently Asked Questions (3)

Can I compare GLM-5V-Turbo and GPT-5.1-Codex on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GLM-5V-Turbo and GPT-5.1-Codex today?

GLM-5V-Turbo: $1.20 input / $4.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 23, 2026

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