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GLM-5.2vsGPT-5.6 Luna

GPT-5.6 Luna leads 7 of 7 shared benchmarks. GPT-5.6 Luna is 4.1x cheaper per token. GPT-5.6 Luna has the larger context window (1.1M tokens).

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

Shared benchmarks
0 – 7
GPT-5.6 Luna leads
Cheaper per token
GPT-5.6 Luna
4.1x cheaper, input + output
Larger context
GPT-5.6 Luna
1.1M tokens
Provider uptime (30d)
— · 95.4023%
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-5.6 Luna
OpenAI · released 2026-07-09
textvision
Context
1.1M
Max out
128K
Input /1M
$0.2
Output /1M
$1.2
Cached /1M
$0.02
Scores
8 · 6 core
Quality

Benchmark matrix

BenchmarkGLM-5.2GPT-5.6 LunaΔEdge
Reported by both · 7
GPQA Diamond91.9% epoch92.3% -0.4 ptGPT-5.6 Luna
DeepSWE v1.146.2% 67.2% -21 ptGPT-5.6 Luna
FrontierMath Tier 4 v2 (Epoch AI run)29.3% epoch61% epoch-31.7 ptGPT-5.6 Luna
FrontierMath Tiers 1-3 v2 (Epoch AI run)59.2% epoch82.1% epoch-22.9 ptGPT-5.6 Luna
OTIS Mock AIME 2024-2025 (Epoch AI run)86.4% epoch98.3% epoch-11.9 ptGPT-5.6 Luna
SimpleQA Verified34.2% epoch41% epoch-6.8 ptGPT-5.6 Luna
SWE-Bench Pro62.1% 62.7% -0.6 ptGPT-5.6 Luna
Only GLM-5.2 reports · 18
AIME 202690% matharenanot reported
Agents' Last Exam (ALE-CLI)23.8% not reported
AutomationBench v1.0.626.2% not reported
CyberGym77.2% not reported
ExploitBench24.4% not reported
ExploitGym 2h29 not reported
ExploitGym 6h39 not 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 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-5.6 Luna reports · 0
GPT-5.6 Luna reports nothing GLM-5.2 does not.
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-5.6 Luna 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-5.6 LunaEdge
Context window1M tokens1.1M tokensGPT-5.6 Luna
Max output131K tokens128K tokensGLM-5.2
Input price / 1M$1.4 $0.2 GPT-5.6 Luna
Output price / 1M$4.4 $1.2 GPT-5.6 Luna
Cached input / 1M$0.26 $0.02 GPT-5.6 Luna
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.8$1.4GPT-5.6 Luna
Modalitiestexttext · visionGPT-5.6 Luna
Released2026-06-242026-07-09
Cited benchmark scores268
Reliability

Provider status

All providers
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