The Known Good Updated 4 Sep 2026 Subscribe
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
#9 of 65
91based on 5 of 7 evaluations
Known Good Index
Speed
#78 of 338
79.6
Output tokens per second
Price
#393 of 442
$5.62
Blended per 1M tokens
In $2.50 · Out $15.00
Cache hit price
#265 of 324
$0.25
per 1M tokens (−90%)
Context
#31 of 476
1.05M
tokens (~1,600 pages)
Qwen: Qwen3.7 Max — Alibaba
Quality
#6 of 65
93based on 3 of 7 evaluations
Known Good Index
Speed
#114 of 338
63.6
Output tokens per second
Price
#319 of 442
$2.21
Blended per 1M tokens
In $1.48 · Out $4.42
Cache hit price
#276 of 324
$0.29
per 1M tokens (−80%)
Context
#149 of 476
1.00M
tokens (~1,500 pages)
Summary

On the Known Good Index, OpenAI: GPT-5.4 scores 91 and Qwen: Qwen3.7 Max scores 93 — a 2-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 80 tokens per second for OpenAI: GPT-5.4 and 64 for Qwen: Qwen3.7 Max, with time to first token at 1.6s and 0.9s. 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. 4 tracked hosts serve one or both.

Generated from tracked data on 4 Sep 2026 · how these comparisons are computed →

At a glance
MetricOpenAI: GPT-5.4Qwen: Qwen3.7 Max
Known Good Index 91 based on 5 of 7 evaluations 93 based on 3 of 7 evaluations
Blended $/1M $5.62 $2.21
Output tok/s 80 64
Context window 1.05M 1.00M
Providers 3 1
Jump to section

Quality

Known Good Index and the capability indices, side by side

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 91 93
Coding Index 92 —
Reasoning Index 87 —
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 / 91
Mock AIME 2024–2598 / 96
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

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 131k
The Known Good

Speed & Latency

Mean throughput and time to first token across hosting providers, over successful measurements from the last 48 hours

Throughput and latency

Means across all tracked providers over successful measurements from the last 48 hours, derived from OpenRouter endpoint telemetry.

MetricOpenAI: GPT-5.4Qwen: Qwen3.7 Max
Output tokens/s 80 64
Time to first token 1.6s 0.9s
The Known Good

Providers

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

4 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 71 — —
Azure · first party $5.62 67 — —
Amazon Bedrock · first party $6.19 — — —
Alibaba · first party — — $2.21 52

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 →