GLM-4.5 AirvsLing 3.1 Flash

GLM-4.5 Air leads the overall Podium Score by 0.4 points (88.9 vs 88.5).Category wins: GLM-4.5 Air 6 — 1 Ling 3.1 Flash.Ling 3.1 Flash is the cheaper pick ($0.8/M vs $1.1/M per 1M output tokens). Ling 3.1 Flash is faster (175 t/s vs 96 t/s).

GLM-4.5 AirDrag slider or hover to compareLing 3.1 Flash
Ling 3.1 Flash
88.5
Coding: 50.0 · Speed: 175 t/s
Output Price: $0.8/M
GLM-4.5 Air
88.9
Coding: 55.0 · Speed: 96 t/s
Output Price: $1.1/M
Quick VerdictAggregated 2026 Benchmark Analysis

GLM-4.5 Air is rated higher overall with a Podium Score of 88.9 (vs 88.5 for Ling 3.1 Flash). In head-to-head domain evaluations, GLM-4.5 Air outperforms in 6 of 7 benchmark categories.

Coding & Engineering
GLM-4.5 Air (55.0)
Inference Speed
Ling 3.1 Flash (175 t/s)
Cost Efficiency
Ling 3.1 Flash ($0.8/M)
API Price / 1M (in · out)
GLM-4.5 Air $0.2/M · $1.1/M — Ling 3.1 Flash $0.15/M · $0.8/M

Choose GLM-4.5 Air for complex reasoning and analysis, and Ling 3.1 Flash for knowledge and factual QA.

MetricGLM-4.5 AirLing 3.1 Flash
Podium Score88.9 ▲88.5
Arena Elo1420 ▲1418
Intelligence Index58.0 ▲56.0
Coding55.0 ▲50.0
Math82.0 ▲78.0
Reasoning90.0 ▲85.0
Agentic62.0 ▲58.0
Knowledge40.042.0 ▲
Multimodal70.0 ▲40.0
Long-context72.0 ▲68.0
Output speed96 t/s175 t/s ▲
Output price$1.1/M$0.8/M ▲
Context window131K131K
Scores aggregated from five independent leaderboards. See Methodology. More head-to-heads: GLM-4.5 Air vs Claude Mythos · GLM-4.5 Air vs Claude 5.5 Sonnet · GLM-4.5 Air vs Kimi K3.1 Pro · GLM-4.5 Air vs Eleven Multilingual v3
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