The Known Good Updated 25 Jul 2026
DeepSeek: DeepSeek V3 vs deepseek-r1 ·DeepSeek vs DeepSeek

DeepSeek: DeepSeek V3 vs deepseek-r1 — head-to-head comparison

DeepSeek: DeepSeek V3 profile deepseek-r1 profile All comparisons
DeepSeek: DeepSeek V3 — DeepSeek
Quality
#44 of 61
44based on 3 of 6 evaluations
Known Good Index
Speed
#279 of 316
21.0
Output tokens per second
Price
#105 of 340
$0.35
Blended per 1M tokens
In $0.20 · Out $0.80
Cache hit price
#10 of 206
$0.003
per 1M tokens (−99%)
Context
#225 of 345
164k
tokens (~300 pages)
deepseek-r1 — DeepSeek
Quality
#25 of 61
68based on 3 of 6 evaluations
Known Good Index
Speed
unranked
Output tokens per second
Price
unranked
Blended per 1M tokens
Cache hit price
unranked
per 1M tokens
Context
unranked
tokens
Summary

On the Known Good Index, DeepSeek: DeepSeek V3 scores 44 and deepseek-r1 scores 68 — a 24-point lead for deepseek-r1. They share 10 published evaluations, with DeepSeek: DeepSeek V3 ahead on 0 and deepseek-r1 ahead on 10.

Published pricing is tracked for DeepSeek: DeepSeek V3 only, at $0.35 per 1M tokens blended.

DeepSeek: DeepSeek V3 is open weights under Open weights (restricted use); deepseek-r1 is open weights under Open weights (unrestricted). 3 tracked hosts serve one or both.

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

At a glance
MetricDeepSeek: DeepSeek V3deepseek-r1
Known Good Index 44 based on 3 of 6 evaluations 68 based on 3 of 6 evaluations
Blended $/1M $0.35
Output tok/s 21
Context window 164k
Providers 3 0
Jump to section

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 V3deepseek-r1
Known Good Index 44 68
Mathematics Index 40 74
Science Index 53 69
Reasoning Index 52 77
Openness Index 60 60
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = DeepSeek: DeepSeek V3 · marker = deepseek-r1 · scores ingested from Epoch AI (CC-BY 4.0), LiveBench (Apache-2.0)

GPQA Diamond57 / 69
MATH / AIME16 / 53
LiveBench60 / 72
LiveBench Coding62 / 67
LiveBench Data Analysis61 / 70
LiveBench Instruction Following75 / 81
LiveBench Language47 / 49
LiveBench Mathematics61 / 81
LiveBench Reasoning57 / 83
MATH Level 565 / 93

Right-hand figures read DeepSeek: DeepSeek V3 / deepseek-r1. DeepSeek: DeepSeek V3 leads on 0 of 10, deepseek-r1 on 10.

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 V3deepseek-r1
Text Arena 1,333 1,373
Text Arena (style controlled) 1,358 1,398
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 V3deepseek-r1
Input $/1M $0.20
Output $/1M $0.80
Blended $/1M $0.35
Cache read $/1M $0.003
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 V3deepseek-r1
Context window 164k
Max output tokens 16k
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 V3deepseek-r1
Output tokens/s 21
Time to first token 1.1s
The Known Good

Providers

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

3 hosts
Full provider benchmarks →
Provider DeepSeek: DeepSeek V3 blendedDeepSeek: DeepSeek V3 tok/s deepseek-r1 blendeddeepseek-r1 tok/s
StreamLake $0.35 25
DeepInfra $0.46 23
Novita $0.62 18

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 →