The Known Good Updated 25 Jul 2026
OpenAI: GPT-5.4 vs Qwen: Qwen3.7 Max ·OpenAI vs Alibaba

OpenAI: GPT-5.4 vs Qwen: Qwen3.7 Max — head-to-head comparison

OpenAI: GPT-5.4 profile Qwen: Qwen3.7 Max profile All comparisons
OpenAI: GPT-5.4 — OpenAI
Quality
#10 of 61
90based on 5 of 6 evaluations
Known Good Index
Speed
#79 of 316
82.5
Output tokens per second
Price
#299 of 340
$5.62
Blended per 1M tokens
In $2.50 · Out $15.00
Cache hit price
#160 of 206
$0.25
per 1M tokens (−90%)
Context
#15 of 345
1.05M
tokens (~1,600 pages)
Qwen: Qwen3.7 Max — Alibaba
Quality
#5 of 61
93based on 3 of 6 evaluations
Known Good Index
Speed
#203 of 316
40.0
Output tokens per second
Price
#243 of 340
$2.21
Blended per 1M tokens
In $1.48 · Out $4.42
Cache hit price
#164 of 206
$0.29
per 1M tokens (−80%)
Context
#84 of 345
1.00M
tokens (~1,500 pages)
Summary

On the Known Good Index, OpenAI: GPT-5.4 scores 90 and Qwen: Qwen3.7 Max scores 93 — a 4-point lead for Qwen: Qwen3.7 Max. They share 3 published evaluations, with OpenAI: GPT-5.4 ahead on 2 and Qwen: Qwen3.7 Max ahead on 1.

Blended pricing is $5.62 per 1M tokens for OpenAI: GPT-5.4 and $2.21 for Qwen: Qwen3.7 Max — Qwen: Qwen3.7 Max is about 2.5× cheaper.

Throughput is 82 tokens per second for OpenAI: GPT-5.4 and 40 for Qwen: Qwen3.7 Max, with time to first token at 2.1s and 1.4s. OpenAI: GPT-5.4 accepts 1.05M tokens of context against 1.00M.

OpenAI: GPT-5.4 is proprietary; Qwen: Qwen3.7 Max is proprietary. 3 tracked hosts serve one or both.

Generated from tracked data on 26 Jul 2026 · how these comparisons are computed →

At a glance
MetricOpenAI: GPT-5.4Qwen: Qwen3.7 Max
Known Good Index 90 based on 5 of 6 evaluations 93 based on 3 of 6 evaluations
Blended $/1M $5.62 $2.21
Output tok/s 82 40
Context window 1.05M 1.00M
Providers 2 1
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Quality

Known Good Index and the capability indices, side by side

IndicesComponents
Index scores

Each index is min-max normalised across tracked models and scaled 0–100 from published evaluations. We do not run these evaluations.

MetricOpenAI: GPT-5.4Qwen: Qwen3.7 Max
Known Good Index 90 93
Coding Index 89 —
Mathematics Index 95 95
Science Index 98 96
Reasoning Index 88 —
Agentic Index 89 88
Openness Index 5 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = OpenAI: GPT-5.4 · marker = Qwen: Qwen3.7 Max · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond93 / 92
MATH / AIME95 / 95
SWE-bench Verified77 / 77

Right-hand figures read OpenAI: GPT-5.4 / Qwen: Qwen3.7 Max. OpenAI: GPT-5.4 leads on 2 of 3, Qwen: Qwen3.7 Max on 1.

The Known Good

Arena Elo

Human preference rating from blind pairwise votes

Arena ratings

Elo from blind pairwise votes, ingested from Arena. Higher is better.

MetricOpenAI: GPT-5.4Qwen: Qwen3.7 Max
Text Arena 1,453 —
Text Arena (style controlled) 1,466 —
The Known Good

Price & Cost

Published API pricing by token type

Per token typeCache discount
Published pricing

USD per 1M tokens. Blended is a 3:1 input:output mix. Live from OpenRouter, cross-checked against models.dev. Lower is better.

MetricOpenAI: GPT-5.4Qwen: Qwen3.7 Max
Input $/1M $2.50 $1.48
Output $/1M $15.00 $4.42
Blended $/1M $5.62 $2.21
Cache read $/1M $0.250 $0.295
The Known Good
We publish blended price rather than cost-per-task. Cost-per-task requires token counts from an evaluation suite we do not run. Blended price is computed from published rates and is fully reproducible — see the pricing methodology.

Context Window

Maximum input accepted and maximum output emitted

Context and output limits

Provider-declared limits, from metadata via models.dev and OpenRouter. Higher is better.

MetricOpenAI: GPT-5.4Qwen: Qwen3.7 Max
Context window 1.05M 1.00M
Max output tokens 128k 66k
The Known Good

Speed & Latency

Median throughput and time to first token across hosting providers

Output speedTime to first token
Throughput and latency

Medians across all tracked providers, derived from OpenRouter endpoint telemetry.

MetricOpenAI: GPT-5.4Qwen: Qwen3.7 Max
Output tokens/s 82 40
Time to first token 2.1s 1.4s
The Known Good

Providers

Which hosts serve each model, and at what price and speed

3 hosts
Full provider benchmarks →
Provider OpenAI: GPT-5.4 blendedOpenAI: GPT-5.4 tok/s Qwen: Qwen3.7 Max blendedQwen: Qwen3.7 Max tok/s
OpenAI · first party $2.81 95 — —
Azure · first party $5.62 79 — —
Alibaba · first party — — $2.21 42

Per-host pricing and telemetry from OpenRouter. A dash means that host does not serve that model.

The Known Good
Sources for this page
Pricing & providers — OpenRouter Metadata — models.dev Benchmarks — Epoch AI (CC-BY 4.0)Elo — Arena Full attribution →