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Compare / head-to-head

GLM-5.2vsGPT-4.1 mini

GLM-5.2 leads 4 of 4 shared benchmarks. GPT-4.1 mini is 2.9x cheaper per token. GPT-4.1 mini has the larger context window (1.0M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
4 – 0
GLM-5.2 leads
Cheaper per token
GPT-4.1 mini
2.9x cheaper, input + output
Larger context
GPT-4.1 mini
1.0M tokens
Provider uptime (30d)
— · 95.2096%
Z.ai · OpenAI
GLM-5.2
Z.ai · released 2026-06-24
text
Context
1M
Max out
131K
Input /1M
$1.4
Output /1M
$4.4
Cached /1M
$0.26
Scores
26 · 9 core
GPT-4.1 mini
OpenAI · released 2025-04-14
textvision
Context
1.0M
Max out
33K
Input /1M
$0.4
Output /1M
$1.6
Cached /1M
$0.1
Scores
7 · 6 core
Quality

Benchmark matrix

BenchmarkGLM-5.2GPT-4.1 miniΔEdge
Reported by both · 4
GPQA Diamond91.9% epoch65% +26.9 ptGLM-5.2
FrontierMath Tiers 1-3 v2 (Epoch AI run)59.2% epoch6.7% epoch+52.5 ptGLM-5.2
OTIS Mock AIME 2024-2025 (Epoch AI run)86.4% epoch44.7% epoch+41.7 ptGLM-5.2
SimpleQA Verified34.2% epoch12.7% epoch+21.5 ptGLM-5.2
Only GLM-5.2 reports · 21
AIME 202690% matharenanot reported
Agents' Last Exam (ALE-CLI)23.8% not reported
AutomationBench v1.0.626.2% not reported
CyberGym77.2% not reported
DeepSWE v1.146.2% not reported
ExploitBench24.4% not reported
ExploitGym 2h29 not reported
ExploitGym 6h39 not reported
FrontierMath Tier 4 v2 (Epoch AI run)29.3% epochnot reported
FrontierSWE67.5% not reported
GDPval-AA v21508 not reported
HLE (with tools)54.7% not reported
NL2Repo48.9% not reported
PostTrainBench31.7% not reported
ProgramBench (Almost Solved)9.5% not reported
SWE-Bench Pro62.1% not reported
SWE-bench Verified (Epoch AI run)78.7% epochnot reported
SWE-Marathon v1.119.4% not reported
Terminal-Bench 2.181% not reported
Terminal-Bench 3.04.6% not reported
Toolathlon Verified59.9% not reported
Only GPT-4.1 mini reports · 2
MMLUnot reported87.5%
AIME 2024not reported49.6%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GLM-5.2 minus GPT-4.1 mini in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGLM-5.2GPT-4.1 miniEdge
Context window1M tokens1.0M tokensGPT-4.1 mini
Max output131K tokens33K tokensGLM-5.2
Input price / 1M$1.4 $0.4 GPT-4.1 mini
Output price / 1M$4.4 $1.6 GPT-4.1 mini
Cached input / 1M$0.26 $0.1 GPT-4.1 mini
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.8$2GPT-4.1 mini
Modalitiestexttext · visionGPT-4.1 mini
Released2026-06-242025-04-14
Cited benchmark scores267
Reliability

Provider status

All providers
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Which one wins on your data?

Public benchmarks are a starting point. Run GLM-5.2 and GPT-4.1 mini on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.