Compare / head-to-head

GLM-5V-TurbovsGPT-5.4

GPT-5.4 leads 2 of 3 shared benchmarks. 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
1 – 2
GPT-5.4 leads
Cheaper per token
—
list price, input + output
Larger context
GPT-5.4
1.1M tokens
Providers
2 providers
Z.ai · OpenAI
GLM-5V-Turbo
Z.ai · released 2026-04-02
textvisionvideo
Context
200K
Max out
128K
Input /1M
—
Output /1M
—
Cached /1M
—
Scores
18 · 3 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
50 · 14 core
Quality

Benchmark matrix

BenchmarkGLM-5V-TurboGPT-5.4ΔEdge
Reported by both · 3
LMArena Elo1433.5 ↗1452.6 ↗-19.1GPT-5.4
LMArena Vision (LMArena)1230.1 ↗1283.8 ↗-53.7GPT-5.4
LMArena WebDev (LMArena)1399.8 ↗1395.1 ↗+4.7GLM-5V-Turbo
Only GLM-5V-Turbo reports · 15
AndroidWorld75.7% ↗not reported——
BrowseComp-VL51.9% ↗not reported——
CC-Backend22.8% ↗not reported——
CC-Frontend68.4% ↗not reported——
CC-Repo-Exploration72.2% ↗not reported——
Design2Code94.8% ↗not reported——
Flame-VLM-Code93.8% ↗not reported——
ImageMining30.7% ↗not reported——
MMSearch72.9% ↗not reported——
MMSearch-Plus30% ↗not reported——
OSWorld62.3% ↗not reported——
SimpleVQA78.2% ↗not reported——
V*89% ↗not reported——
Vision2Web31% ↗not reported——
WebVoyager88.5% ↗not reported——
Only GPT-5.4 reports · 39
GPQA Diamondnot reported92.8% ↗——
AIME 2026not reported99.2% ↗matharena ⚠——
Humanity's Last Exam (no tools)not reported39.8% ↗——
APEX-Agents (Mercor)not reported52.4% ↗——
BrowseCompnot reported82.7% ↗——
Chess Puzzles (Epoch AI run)not reported44% ↗epoch run——
DeepSWE v1.1 (Datacurve)not reported51.8% ↗——
EBR-bench (Epoch AI run)not reported25.4% ↗epoch run——
FrontierMath Tier 4 v2 (Epoch AI run)not reported49% ↗epoch run——
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported78.6% ↗epoch run——
Furniture Assembly (Epoch AI run)not reported37.5% ↗epoch run——
GDPval (wins or ties)not reported83% ↗——
GSO Opt@1 (GSO)not reported30.4% ↗——
Humanity's Last Exam (with tools)not reported52.1% ↗——
LiveBench Agentic Coding (LiveBench)not reported53.8% ↗——
LiveBench Coding (LiveBench)not reported77.5% ↗——
LiveBench Data Analysis (LiveBench)not reported79.3% ↗——
LiveBench Instruction Following (LiveBench)not reported70.2% ↗——
LiveBench Language (LiveBench)not reported82.6% ↗——
LiveBench Mathematics (LiveBench)not reported94.1% ↗——
LiveBench Reasoning (LiveBench)not reported88.1% ↗——
LMArena Agent (LMArena)not reported0.0105 ↗——
MCP Atlasnot reported67.2% ↗——
MirrorCode (Epoch AI run)not reported15.6% ↗epoch run——
MMMU-Pro (no tools)not reported81.2% ↗——
MMMU-Pro (with tools)not reported82.1% ↗——
Mystery Game Puzzles (Epoch AI run)not reported37% ↗epoch run——
OSWorld-Verifiednot reported75% ↗——
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported97.8% ↗epoch run——
SAGE (Vals AI)not reported43.3% ↗——
SimpleQA Verifiednot reported45.1% ↗epoch run——
SWE-Bench Pronot reported57.7% ↗——
SWE-bench Verified (Epoch AI run)not reported76.9% ↗epoch run——
tau2-bench Banking Knowledge (Sierra)not reported39.4% ↗——
Tau2-bench Telecomnot reported98.9% ↗——
Terminal-Bench 2.0not reported75.1% ↗——
Toolathlonnot reported54.6% ↗——
Vending-Bench 2 (Andon Labs)not reported6144.18 ↗——
WeirdML (Håvard Tveit Ihle)not reported77.7% ↗——
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-5V-Turbo 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-5V-TurboGPT-5.4Edge
Context window200K tokens1.1M tokensGPT-5.4
Max output128K tokens128K tokensTie
Input price / 1M—$2.5 ↗—
Output price / 1M—$15 ↗—
Cached input / 1M—$0.25 ↗—
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
—$17.5—
Modalitiestext · vision · videotext · visionGLM-5V-Turbo
Released2026-04-022026-03-05—
Cited benchmark scores1850—
Reliability

Provider status

All providers →
More matchups

GLM-5V-Turbo vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run GLM-5V-Turbo and GPT-5.4 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.