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Compare / head-to-head

GLM-4.7vsGPT-5.4

GPT-5.4 leads 4 of 4 shared benchmarks. GLM-4.7 is 6.2x cheaper per token. GPT-5.4 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 – 4
GPT-5.4 leads
Cheaper per token
GLM-4.7
6.2x cheaper, input + output
Larger context
GPT-5.4
1.1M tokens
Provider uptime (30d)
— · 94.4828%
Z.ai · OpenAI
GLM-4.7
Z.ai · released 2025-12-22
text
Context
200K
Max out
131K
Input /1M
$0.6
Output /1M
$2.2
Cached /1M
$0.11
Scores
4 · 4 core
GPT-5.4
OpenAI · released 2026-03-05
textvision
Context
1.1M
Max out
128K
Input /1M
$2.5
Output /1M
$15
Cached /1M
$0.25
Scores
21 · 11 core
Quality

Benchmark matrix

BenchmarkGLM-4.7GPT-5.4ΔEdge
Reported by both · 4
GPQA Diamond83.3% epoch92.8% -9.5 ptGPT-5.4
LMArena Elo1435.9 1452.6 -16.7GPT-5.4
OTIS Mock AIME 2024-2025 (Epoch AI run)83.3% epoch97.8% epoch-14.5 ptGPT-5.4
SimpleQA Verified32.2% epoch45.1% epoch-12.9 ptGPT-5.4
Only GLM-4.7 reports · 0
GLM-4.7 reports nothing GPT-5.4 does not.
Only GPT-5.4 reports · 16
AIME 2026not reported99.2% matharena
Humanity's Last Exam (no tools)not reported39.8%
BrowseCompnot reported82.7%
FrontierMath Tier 4 v2 (Epoch AI run)not reported49% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported78.6% epoch
GDPval (wins or ties)not reported83%
Humanity's Last Exam (with tools)not reported52.1%
MCP Atlasnot reported67.2%
MMMU-Pro (no tools)not reported81.2%
MMMU-Pro (with tools)not reported82.1%
OSWorld-Verifiednot reported75%
SWE-Bench Pronot reported57.7%
SWE-bench Verified (Epoch AI run)not reported76.9% epoch
Tau2-bench Telecomnot reported98.9%
Terminal-Bench 2.0not reported75.1%
Toolathlonnot reported54.6%
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-4.7 minus GPT-5.4 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-4.7GPT-5.4Edge
Context window200K tokens1.1M tokensGPT-5.4
Max output131K tokens128K tokensGLM-4.7
Input price / 1M$0.6 $2.5 GLM-4.7
Output price / 1M$2.2 $15 GLM-4.7
Cached input / 1M$0.11 $0.25 GLM-4.7
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$2.8$17.5GLM-4.7
Modalitiestexttext · visionGPT-5.4
Released2025-12-222026-03-05
Cited benchmark scores421
Reliability

Provider status

All providers
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Which one wins on your data?

Public benchmarks are a starting point. Run GLM-4.7 and GPT-5.4 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.