The Known Good Updated 4 Sep 2026 Subscribe
DeepSeek: DeepSeek V3 0324 vs OpenAI: o1 ·DeepSeek vs OpenAI

DeepSeek: DeepSeek V3 0324 vs OpenAI: o1 — head-to-head comparison

DeepSeek: DeepSeek V3 0324 profile OpenAI: o1 profile All comparisons
DeepSeek: DeepSeek V3 0324 — DeepSeek
Quality
#40 of 65
64based on 4 of 7 evaluations
Known Good Index
Speed
#295 of 338
23.9
Output tokens per second
Price
#143 of 442
$0.44
Blended per 1M tokens
In $0.25 · Out $1.00
Cache hit price
unranked
—
per 1M tokens
Context
#334 of 476
164k
tokens (~300 pages)
OpenAI: o1 — OpenAI
Quality
#28 of 65
70based on 5 of 7 evaluations
Known Good Index
Speed
#150 of 338
53.3
Output tokens per second
Price
#428 of 442
$26.25
Blended per 1M tokens
In $15.00 · Out $60.00
Cache hit price
#324 of 324
$7.50
per 1M tokens (−50%)
Context
#326 of 476
200k
tokens (~300 pages)
Summary

On the Known Good Index, DeepSeek: DeepSeek V3 0324 scores 64 and OpenAI: o1 scores 70 — a 6-point lead for OpenAI: o1. They share 10 published evaluations, with DeepSeek: DeepSeek V3 0324 ahead on 1 and OpenAI: o1 ahead on 9.

Blended pricing is $0.44 per 1M tokens for DeepSeek: DeepSeek V3 0324 and $26.25 for OpenAI: o1 — DeepSeek: DeepSeek V3 0324 is about 60.0× cheaper.

Throughput is 24 tokens per second for DeepSeek: DeepSeek V3 0324 and 53 for OpenAI: o1, with time to first token at 1.7s and 3.5s. DeepSeek: DeepSeek V3 0324 accepts 164k tokens of context against 200k.

DeepSeek: DeepSeek V3 0324 is open weights; OpenAI: o1 is proprietary. 6 tracked hosts serve one or both.

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

At a glance
MetricDeepSeek: DeepSeek V3 0324OpenAI: o1
Known Good Index 64 based on 4 of 7 evaluations 70 based on 5 of 7 evaluations
Blended $/1M $0.44 $26.25
Output tok/s 24 53
Context window 164k 200k
Providers 5 1
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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.

MetricDeepSeek: DeepSeek V3 0324OpenAI: o1
Known Good Index 64 70
Mathematics Index 57 85
Reasoning Index 65 62
Openness Index 100 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = DeepSeek: DeepSeek V3 0324 · marker = OpenAI: o1 · scores ingested from Epoch AI (CC-BY 4.0), LiveBench (Apache-2.0)

GPQA Diamond68 / 77
Mock AIME 2024–2538 / 73
MATH Level 576 / 95
LiveBench67 / 76
LiveBench Coding71 / 70
LiveBench Data Analysis60 / 65
LiveBench Instruction Following81 / 82
LiveBench Language49 / 65
LiveBench Mathematics74 / 80
LiveBench Reasoning66 / 92

Right-hand figures read DeepSeek: DeepSeek V3 0324 / OpenAI: o1. DeepSeek: DeepSeek V3 0324 leads on 1 of 10, OpenAI: o1 on 9.

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 V3 0324OpenAI: o1
Text Arena 1,375 —
Text Arena (style controlled) 1,396 —
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.

MetricDeepSeek: DeepSeek V3 0324OpenAI: o1
Input $/1M $0.25 $15.00
Output $/1M $1.00 $60.00
Blended $/1M $0.44 $26.25
Cache read $/1M — $7.500
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 V3 0324OpenAI: o1
Context window 164k 200k
Max output tokens 147k 100k
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.

MetricDeepSeek: DeepSeek V3 0324OpenAI: o1
Output tokens/s 24 53
Time to first token 1.7s 3.5s
The Known Good

Providers

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

6 hosts
Full provider benchmarks →
Provider DeepSeek: DeepSeek V3 0324 blendedDeepSeek: DeepSeek V3 0324 tok/s OpenAI: o1 blendedOpenAI: o1 tok/s
Crusoe $0.75 32 — —
Novita $0.48 29 — —
GMICloud $0.50 23 — —
SiliconFlow $0.44 20 — —
DeepInfra $0.41 6 — —
OpenAI · first party — — $26.25 90

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)Benchmarks — LiveBench (Apache-2.0)Elo — Arena Full attribution →