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GLM-4.7-FlashvsGPT-5.4 nano

GPT-5.4 nano leads 2 of 2 shared benchmarks. 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
0 – 2
GPT-5.4 nano leads
Cheaper per token
GLM-4.7-Flash
list price, input + output
Larger context
GPT-5.4 nano
400K tokens
Provider uptime (30d)
— · 94.5946%
Z.ai · OpenAI
text
Context
200K
Max out
131K
Input /1M
$0
Output /1M
$0
Cached /1M
$0
Scores
3 · 3 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-4.7-FlashGPT-5.4 nanoΔEdge
Reported by both · 2
GPQA Diamond60.5% epoch82.8% -22.3 ptGPT-5.4 nano
OTIS Mock AIME 2024-2025 (Epoch AI run)58.3% epoch87.8% epoch-29.5 ptGPT-5.4 nano
Only GLM-4.7-Flash reports · 1
LMArena Elo1352.2 not reported
Only GPT-5.4 nano reports · 7
FrontierMath Tier 4 v2 (Epoch AI run)not reported12.2% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported44.9% epoch
OSWorld-Verifiednot reported39%
SimpleQA Verifiednot reported11.7% epoch
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-4.7-Flash 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-4.7-FlashGPT-5.4 nanoEdge
Context window200K tokens400K tokensGPT-5.4 nano
Max output131K tokens128K tokensGLM-4.7-Flash
Input price / 1M$0 $0.2 GLM-4.7-Flash
Output price / 1M$0 $1.25 GLM-4.7-Flash
Cached input / 1M$0 $0.02 GLM-4.7-Flash
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0$1.45GLM-4.7-Flash
Modalitiestexttext · visionGPT-5.4 nano
Released2026-03-17
Cited benchmark scores310
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-Flash and GPT-5.4 nano on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.