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Model comparison

GLM-4.5 vs o3

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

57.56/100
Margin
9.7pts
← winning
OpenAI
47.89/100
0 category wins0 category wins

Public leaderboard positions: GLM-4.5 #68 (Estimated); o3 #131 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GLM-4.5 and o3 share 1 comparable benchmark result. 0 of 8 categories are comparable. 0 results are unique to GLM-4.5; 15 to o3.

Updated July 20, 2026
Shared results
1
GLM-4.5 only
0
o3 only
15
Comparable categories
0 / 8

Benchmark data for GLM-4.5 and o3 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 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.

o3 is priced at $2.00 input / $8.00 output per 1M tokens, versus $0.60 input / $2.20 output per 1M tokens for GLM-4.5. o3 has the larger context window at 200K, compared with 128K for GLM-4.5.

Category breakdown

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

Category scores and score margins for GLM-4.5 and o3
CategoryGLM-4.5Δo3
MathGLM-4.5Not measuredMarginNo overlapo314.5

Operational comparison

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

MetricGLM-4.5o3Comparison
Input / output priceUSD per 1M tokensGLM-4.5$0.6 input / $2.2 outputo3$2 input / $8 outputGLM-4.5 has the lower combined listed price.
Generation speedtokens per secondGLM-4.551 tok/so3118 tok/so3 has the higher measured throughput.
First-answer latencyseconds to first tokenGLM-4.51.45 so35.38 sGLM-4.5 reaches the first token sooner.
Context windowmaximum listed tokensGLM-4.5128Ko3200Ko3 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGLM-4.5o3Result
τ²-bench resultsSource 80.7%Not comparable
Coding
BenchmarkGLM-4.5o3Result
AA-SciCodeSource 41.0%Not comparable
Reasoning
BenchmarkGLM-4.5o3Result
AA-LCRSource 69.3%Not comparable
CritPtSource 1.1%Not comparable
Knowledge
BenchmarkGLM-4.5o3Result
Artificial Analysis Intelligence IndexSource 30.4%Not comparable
AA-GPQA DiamondSource 82.7%Not comparable
AA-HLESource 20.0%Not comparable
AA-Omniscience IndexSource -15.3%Not comparable
AA-Omniscience AccuracySource 38.4%Not comparable
AA-Omniscience Hallucination RateSource 87.1%Not comparable
Math
BenchmarkGLM-4.5o3Result
AA MATH-500Source 99.2%Not comparable
FrontierMath v2 (Tiers 1-3)Source 18.685%Not comparable
FrontierMath v2 (Tier 4)Source 2.083%Not comparable
Multimodal
BenchmarkGLM-4.5o3Result
Design Arena WebsiteSource 12021069GLM-4.5 leads
AA-MMMU-ProSource 70.1%Not comparable
Inst. Following
BenchmarkGLM-4.5o3Result
AA-IFBenchSource 71.4%Not comparable
Frequently Asked Questions (3)

Can I compare GLM-4.5 and o3 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-4.5 and o3 today?

GLM-4.5: $0.60 input / $2.20 output per 1M tokens o3: $2.00 input / $8.00 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 20, 2026

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