Skip to main content

Model comparison

GLM-4.5-Air vs GPT-4.1 mini

Data verified

Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

46.89/100
Margin
3.8pts
← winning
43.1/100
0 category wins0 category wins

Public leaderboard positions: GLM-4.5-Air #140 (Supported); GPT-4.1 mini #160 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GLM-4.5-Air and GPT-4.1 mini share 12 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to GLM-4.5-Air; 10 to GPT-4.1 mini.

Updated July 24, 2026
Shared results
12
GLM-4.5-Air only
0
GPT-4.1 mini only
10
Comparable categories
0 / 8

Benchmark data for GLM-4.5-Air and GPT-4.1 mini is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 12 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-4.1 mini is priced at $0.40 input / $1.60 output per 1M tokens, versus $0.20 input / $1.10 output per 1M tokens for GLM-4.5-Air. GPT-4.1 mini has the larger context window at 1M, compared with 128K for GLM-4.5-Air.

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-Air and GPT-4.1 mini
CategoryGLM-4.5-AirΔGPT-4.1 mini
CodingGLM-4.5-AirNot measuredMarginNo overlapGPT-4.1 mini23.6
KnowledgeGLM-4.5-AirNot measuredMarginNo overlapGPT-4.1 mini64.2
MathGLM-4.5-AirNot measuredMarginNo overlapGPT-4.1 mini4.5
Inst. FollowingGLM-4.5-AirNot measuredMarginNo overlapGPT-4.1 mini88.5

Operational comparison

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

MetricGLM-4.5-AirGPT-4.1 miniComparison
Input / output priceUSD per 1M tokensGLM-4.5-Air$0.2 input / $1.1 outputGPT-4.1 mini$0.4 input / $1.6 outputGLM-4.5-Air has the lower combined listed price.
Generation speedtokens per secondGLM-4.5-Air106 tok/sGPT-4.1 mini80 tok/sGLM-4.5-Air has the higher measured throughput.
First-answer latencyseconds to first tokenGLM-4.5-Air1.18 sGPT-4.1 mini0.76 sGPT-4.1 mini reaches the first token sooner.
Context windowmaximum listed tokensGLM-4.5-Air128KGPT-4.1 mini1MGPT-4.1 mini lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGLM-4.5-AirGPT-4.1 miniResult
τ²-bench resultsSource 46.5%52.9%GPT-4.1 mini leads
AA Agentic IndexSource 1.7%Not comparable
GDPval-AASource 0.4%Not comparable
GDPval-AASource 508Not comparable
Coding
BenchmarkGLM-4.5-AirGPT-4.1 miniResult
AA-SciCodeSource 30.6%40.4%GPT-4.1 mini leads
SWE-bench VerifiedSource 23.6%Not comparable
AA Coding IndexSource 20.2%Not comparable
Reasoning
BenchmarkGLM-4.5-AirGPT-4.1 miniResult
AA-LCRSource 43.7%42.3%GLM-4.5-Air leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkGLM-4.5-AirGPT-4.1 miniResult
Artificial Analysis Intelligence IndexSource 16.5%14.8%GLM-4.5-Air leads
AA-GPQA DiamondSource 73.3%66.4%GLM-4.5-Air leads
AA-HLESource 6.8%4.6%GLM-4.5-Air leads
AA-Omniscience IndexSource -62.5%-50.1%GPT-4.1 mini leads
AA-Omniscience AccuracySource 15.5%17.5%GPT-4.1 mini leads
AA-Omniscience Hallucination RateSource 92.3%82.0%GPT-4.1 mini leads
MMLUSource 87.5%Not comparable
GPQASource 64.2%Not comparable
Math
BenchmarkGLM-4.5-AirGPT-4.1 miniResult
FrontierMath v2 (Tiers 1-3)Source 4.483%Not comparable
Multimodal
BenchmarkGLM-4.5-AirGPT-4.1 miniResult
Design Arena WebsiteSource 11761027GLM-4.5-Air leads
AA-MMMU-ProSource 58.7%Not comparable
Inst. Following
BenchmarkGLM-4.5-AirGPT-4.1 miniResult
AA-IFBenchSource 37.6%38.3%GPT-4.1 mini leads
IFEvalSource 88.5%Not comparable
Frequently Asked Questions (3)

Can I compare GLM-4.5-Air and GPT-4.1 mini 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-Air and GPT-4.1 mini today?

GLM-4.5-Air: $0.20 input / $1.10 output per 1M tokens GPT-4.1 mini: $0.40 input / $1.60 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 24, 2026