The Known Good Updated 25 Jul 2026
OpenAI: GPT-5.2 vs OpenAI: GPT-5.4 ·OpenAI vs OpenAI

OpenAI: GPT-5.2 vs OpenAI: GPT-5.4 — head-to-head comparison

OpenAI: GPT-5.2 profile OpenAI: GPT-5.4 profile All comparisons
OpenAI: GPT-5.2 — OpenAI
Quality
#16 of 61
80based on 5 of 6 evaluations
Known Good Index
Speed
#151 of 316
53.9
Output tokens per second
Price
#295 of 340
$4.81
Blended per 1M tokens
In $1.75 · Out $14.00
Cache hit price
#134 of 206
$0.17
per 1M tokens (−90%)
Context
#106 of 345
400k
tokens (~600 pages)
OpenAI: GPT-5.4 — OpenAI
Quality
#10 of 61
90based on 5 of 6 evaluations
Known Good Index
Speed
#78 of 316
82.3
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)
Summary

On the Known Good Index, OpenAI: GPT-5.2 scores 80 and OpenAI: GPT-5.4 scores 90 — a 9-point lead for OpenAI: GPT-5.4. They share 5 published evaluations, with OpenAI: GPT-5.2 ahead on 1 and OpenAI: GPT-5.4 ahead on 4.

Blended pricing is $4.81 per 1M tokens for OpenAI: GPT-5.2 and $5.62 for OpenAI: GPT-5.4 — OpenAI: GPT-5.2 is about 1.2× cheaper.

Throughput is 54 tokens per second for OpenAI: GPT-5.2 and 82 for OpenAI: GPT-5.4, with time to first token at 2.5s and 2.1s. OpenAI: GPT-5.2 accepts 400k tokens of context against 1.05M.

OpenAI: GPT-5.2 is proprietary; OpenAI: GPT-5.4 is proprietary. 2 tracked hosts serve one or both, and 2 serve both.

Generated from tracked data on 25 Jul 2026 · how these comparisons are computed →

At a glance
MetricOpenAI: GPT-5.2OpenAI: GPT-5.4
Known Good Index 80 based on 5 of 6 evaluations 90 based on 5 of 6 evaluations
Blended $/1M $4.81 $5.62
Output tok/s 54 82
Context window 400k 1.05M
Providers 2 2
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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-5.2OpenAI: GPT-5.4
Known Good Index 80 90
Coding Index 76 89
Mathematics Index 96 95
Science Index 96 98
Reasoning Index 77 88
Agentic Index 76 89
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-5.2 · marker = OpenAI: GPT-5.4 · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond91 / 93
MATH / AIME96 / 95
SWE-bench Verified74 / 77
Humanity's Last Exam28 / 36
Terminal-Bench65 / 82

Right-hand figures read OpenAI: GPT-5.2 / OpenAI: GPT-5.4. OpenAI: GPT-5.2 leads on 1 of 5, OpenAI: GPT-5.4 on 4.

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-5.2OpenAI: GPT-5.4
Text Arena 1,411 1,453
Text Arena (style controlled) 1,434 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-5.2OpenAI: GPT-5.4
Input $/1M $1.75 $2.50
Output $/1M $14.00 $15.00
Blended $/1M $4.81 $5.62
Cache read $/1M $0.175 $0.250
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-5.2OpenAI: GPT-5.4
Context window 400k 1.05M
Max output tokens 128k 128k
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-5.2OpenAI: GPT-5.4
Output tokens/s 54 82
Time to first token 2.5s 2.1s
The Known Good

Providers

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

2 hosts · 2 serve both
Full provider benchmarks →
Provider OpenAI: GPT-5.2 blendedOpenAI: GPT-5.2 tok/s OpenAI: GPT-5.4 blendedOpenAI: GPT-5.4 tok/s
OpenAI · first party $2.41 49 $2.81 68
Azure · first party $4.81 43 $5.62 79

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 →