The Known Good Updated 25 Jul 2026
DeepSeek: DeepSeek V4 Pro vs OpenAI: GPT-5.2 ·DeepSeek vs OpenAI

DeepSeek: DeepSeek V4 Pro vs OpenAI: GPT-5.2 — head-to-head comparison

DeepSeek: DeepSeek V4 Pro profile OpenAI: GPT-5.2 profile All comparisons
DeepSeek: DeepSeek V4 Pro — DeepSeek
Quality
#6 of 61
93based on 3 of 6 evaluations
Known Good Index
Speed
#182 of 316
45.2
Output tokens per second
Price
#145 of 340
$0.54
Blended per 1M tokens
In $0.43 · Out $0.87
Cache hit price
#12 of 206
$0.004
per 1M tokens (−99%)
Context
#25 of 345
1.05M
tokens (~1,600 pages)
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)
Summary

On the Known Good Index, DeepSeek: DeepSeek V4 Pro scores 93 and OpenAI: GPT-5.2 scores 80 — a 13-point lead for DeepSeek: DeepSeek V4 Pro. They share 3 published evaluations, with DeepSeek: DeepSeek V4 Pro ahead on 2 and OpenAI: GPT-5.2 ahead on 1.

Blended pricing is $0.54 per 1M tokens for DeepSeek: DeepSeek V4 Pro and $4.81 for OpenAI: GPT-5.2 — DeepSeek: DeepSeek V4 Pro is about 8.9× cheaper.

Throughput is 45 tokens per second for DeepSeek: DeepSeek V4 Pro and 54 for OpenAI: GPT-5.2, with time to first token at 2.0s and 2.5s. DeepSeek: DeepSeek V4 Pro accepts 1.05M tokens of context against 400k.

DeepSeek: DeepSeek V4 Pro is open weights under Open weights (unrestricted); OpenAI: GPT-5.2 is proprietary. 20 tracked hosts serve one or both.

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

At a glance
MetricDeepSeek: DeepSeek V4 ProOpenAI: GPT-5.2
Known Good Index 93 based on 3 of 6 evaluations 80 based on 5 of 6 evaluations
Blended $/1M $0.54 $4.81
Output tok/s 45 54
Context window 1.05M 400k
Providers 18 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.

MetricDeepSeek: DeepSeek V4 ProOpenAI: GPT-5.2
Known Good Index 93 80
Coding Index 76
Mathematics Index 97 96
Science Index 94 96
Reasoning Index 77
Agentic Index 89 76
Openness Index 60 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = DeepSeek: DeepSeek V4 Pro · marker = OpenAI: GPT-5.2 · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond90 / 91
MATH / AIME97 / 96
SWE-bench Verified78 / 74

Right-hand figures read DeepSeek: DeepSeek V4 Pro / OpenAI: GPT-5.2. DeepSeek: DeepSeek V4 Pro leads on 2 of 3, OpenAI: GPT-5.2 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.

MetricDeepSeek: DeepSeek V4 ProOpenAI: GPT-5.2
Text Arena 1,449 1,411
Text Arena (style controlled) 1,457 1,434
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.

MetricDeepSeek: DeepSeek V4 ProOpenAI: GPT-5.2
Input $/1M $0.43 $1.75
Output $/1M $0.87 $14.00
Blended $/1M $0.54 $4.81
Cache read $/1M $0.004 $0.175
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.

MetricDeepSeek: DeepSeek V4 ProOpenAI: GPT-5.2
Context window 1.05M 400k
Max output tokens 384k 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.

MetricDeepSeek: DeepSeek V4 ProOpenAI: GPT-5.2
Output tokens/s 45 54
Time to first token 2.0s 2.5s
The Known Good

Providers

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

20 hosts
Full provider benchmarks →
Provider DeepSeek: DeepSeek V4 Pro blendedDeepSeek: DeepSeek V4 Pro tok/s OpenAI: GPT-5.2 blendedOpenAI: GPT-5.2 tok/s
BaseTen $2.17 110
Fireworks $2.17 66
Novita $1.46 66
DeepInfra $1.62 65
GMICloud $0.85 62
Venice $2.06 61
Baidu · first party $0.78 58
Together $2.17 53
Alibaba · first party $1.77 52
AtlasCloud $2.10 46
Wafer $1.50 45
DeepSeek · first party $0.54 44
SiliconFlow $1.91 41
StreamLake $0.84 41
CoreWeave $2.17 28
Ionstream $1.41 20
DigitalOcean $1.74 6
Parasail $2.17
OpenAI · first party $2.41 49
Azure · first party $4.81 43

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 →