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Compare / head-to-head

GLM-4.5-XvsGPT-5.4 Pro

GLM-4.5-X and GPT-5.4 Pro do not yet share a public benchmark, so quality cannot be compared apples-to-apples. GLM-4.5-X is 18.9x cheaper per token. GPT-5.4 Pro 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
no overlap yet
Cheaper per token
GLM-4.5-X
18.9x cheaper, input + output
Larger context
GPT-5.4 Pro
1.1M tokens
Provider uptime (30d)
— · 94.7712%
Z.ai · OpenAI
text
Context
128K
Max out
98K
Input /1M
$2.2
Output /1M
$8.9
Cached /1M
$0.45
Scores
0 · 0 core
GPT-5.4 Pro
OpenAI · released 2026-03-05
textvision
Context
1.1M
Max out
128K
Input /1M
$30
Output /1M
$180
Cached /1M
Scores
13 · 8 core
Quality

Benchmark matrix

BenchmarkGLM-4.5-XGPT-5.4 ProΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only GLM-4.5-X reports · 0
GLM-4.5-X reports nothing GPT-5.4 Pro does not.
Only GPT-5.4 Pro reports · 12
GPQA Diamondnot reported94.4%
Humanity's Last Exam (no tools)not reported42.7%
ARC-AGI-1 (Verified)not reported94.5%
ARC-AGI-2 (Verified)not reported83.3%
BrowseCompnot reported89.3%
FrontierMath Tier 1-3not reported50%
FrontierMath Tier 4not reported38%
FrontierMath Tier 4 v2 (Epoch AI run)not reported58.5% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported82.5% epoch
GDPval (wins or ties)not reported82%
Humanity's Last Exam (with tools)not reported58.7%
SimpleQA Verifiednot reported46.3% epoch
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-4.5-X minus GPT-5.4 Pro 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-4.5-XGPT-5.4 ProEdge
Context window128K tokens1.1M tokensGPT-5.4 Pro
Max output98K tokens128K tokensGPT-5.4 Pro
Input price / 1M$2.2 $30 GLM-4.5-X
Output price / 1M$8.9 $180 GLM-4.5-X
Cached input / 1M$0.45
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$11.1$210GLM-4.5-X
Modalitiestexttext · visionGPT-5.4 Pro
Released2026-03-05
Cited benchmark scores013
Reliability

Provider status

All providers
More matchups

GPT-5.4 Pro vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run GLM-4.5-X and GPT-5.4 Pro on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.