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GLM-5.1vsGPT-5.4 nano

GLM-5.1 leads 3 of 4 shared benchmarks. GPT-5.4 nano is 4x cheaper per token. GPT-5.4 nano has the larger context window (400K tokens).

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

Shared benchmarks
3 – 1
GLM-5.1 leads
Cheaper per token
GPT-5.4 nano
4x cheaper, input + output
Larger context
GPT-5.4 nano
400K tokens
Provider uptime (30d)
— · 94.2446%
Z.ai · OpenAI
GLM-5.1
Z.ai · released 2026-04-07
text
Context
200K
Max out
131K
Input /1M
$1.4
Output /1M
$4.4
Cached /1M
$0.26
Scores
7 · 7 core
GPT-5.4 nano
OpenAI · released 2026-03-17
textvision
Context
400K
Max out
128K
Input /1M
$0.2
Output /1M
$1.25
Cached /1M
$0.02
Scores
10 · 6 core
Quality

Benchmark matrix

BenchmarkGLM-5.1GPT-5.4 nanoΔEdge
Reported by both · 4
GPQA Diamond89.9% epoch82.8% +7.1 ptGLM-5.1
FrontierMath Tiers 1-3 v2 (Epoch AI run)36.8% epoch44.9% epoch-8.1 ptGPT-5.4 nano
OTIS Mock AIME 2024-2025 (Epoch AI run)93.3% epoch87.8% epoch+5.5 ptGLM-5.1
SimpleQA Verified34% epoch11.7% epoch+22.3 ptGLM-5.1
Only GLM-5.1 reports · 3
AIME 202695.8% matharenanot reported
LMArena Elo1462.4 not reported
SWE-bench Verified (Epoch AI run)74.2% epochnot reported
Only GPT-5.4 nano reports · 5
FrontierMath Tier 4 v2 (Epoch AI run)not reported12.2% epoch
OSWorld-Verifiednot reported39%
SWE-Bench Pronot reported52.4%
Terminal-Bench 2.0not reported46.3%
Toolathlonnot reported35.5%
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-5.1 minus GPT-5.4 nano 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-5.1GPT-5.4 nanoEdge
Context window200K tokens400K tokensGPT-5.4 nano
Max output131K tokens128K tokensGLM-5.1
Input price / 1M$1.4 $0.2 GPT-5.4 nano
Output price / 1M$4.4 $1.25 GPT-5.4 nano
Cached input / 1M$0.26 $0.02 GPT-5.4 nano
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.8$1.45GPT-5.4 nano
Modalitiestexttext · visionGPT-5.4 nano
Released2026-04-072026-03-17
Cited benchmark scores710
Reliability

Provider status

All providers
More matchups

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Public benchmarks are a starting point. Run GLM-5.1 and GPT-5.4 nano on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.