The Known Good Updated 8 Sep 2026 Subscribe
DeepSeek: R1 vs Google: Gemma 3 27B ·DeepSeek vs Google

DeepSeek: R1 vs Google: Gemma 3 27B — head-to-head comparison

DeepSeek: R1 profile Google: Gemma 3 27B profile All comparisons
DeepSeek: R1 — DeepSeek
Quality
#22 of 65
75based on 4 of 7 evaluations
Known Good Index
Speed
#310 of 341
19.9
Output tokens per second
Price
#259 of 450
$1.15
Blended per 1M tokens
In $0.70 · Out $2.50
Cache hit price
unranked
per 1M tokens
Context
#455 of 487
64k
tokens (~98 pages)
Google: Gemma 3 27B — Google
Quality
#49 of 65
47based on 4 of 7 evaluations
Known Good Index
Speed
#304 of 341
21.0
Output tokens per second
Price
#74 of 450
$0.17
Blended per 1M tokens
In $0.08 · Out $0.45
Cache hit price
#111 of 344
$0.040
per 1M tokens (−50%)
Context
#384 of 487
131k
tokens (~200 pages)
Summary

On the Known Good Index, DeepSeek: R1 scores 75 and Google: Gemma 3 27B scores 47 — a 28-point lead for DeepSeek: R1. They share 10 published evaluations, with DeepSeek: R1 ahead on 10 and Google: Gemma 3 27B ahead on 0.

Blended pricing is $1.15 per 1M tokens for DeepSeek: R1 and $0.17 for Google: Gemma 3 27B — Google: Gemma 3 27B is about 6.7× cheaper.

Throughput is 20 tokens per second for DeepSeek: R1 and 21 for Google: Gemma 3 27B, with time to first token at 1.1s and 1.6s. DeepSeek: R1 accepts 64k tokens of context against 131k.

DeepSeek: R1 is open weights under Open weights (unrestricted); Google: Gemma 3 27B is open weights under Open weights (restricted use). 6 tracked hosts serve one or both, and 1 serve both.

Generated from tracked data on 9 Sep 2026 · how these comparisons are computed →

At a glance
MetricDeepSeek: R1Google: Gemma 3 27B
Known Good Index 75 based on 4 of 7 evaluations 47 based on 4 of 7 evaluations
Blended $/1M $1.15 $0.17
Output tok/s 20 21
Context window 64k 131k
Providers 2 5
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.

MetricDeepSeek: R1Google: Gemma 3 27B
Known Good Index 75 47
Mathematics Index 74 49
Reasoning Index 77 40
Openness Index 60 60
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = DeepSeek: R1 · marker = Google: Gemma 3 27B · scores ingested from Epoch AI (CC-BY 4.0), LiveBench (Apache-2.0)

GPQA Diamond69 / 48
Mock AIME 2024–2553 / 22
MATH Level 593 / 74
LiveBench72 / 50
LiveBench Coding67 / 40
LiveBench Data Analysis70 / 51
LiveBench Instruction Following81 / 75
LiveBench Language49 / 35
LiveBench Mathematics81 / 55
LiveBench Reasoning83 / 44

Right-hand figures read DeepSeek: R1 / Google: Gemma 3 27B. DeepSeek: R1 leads on 10 of 10, Google: Gemma 3 27B on 0.

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: R1Google: Gemma 3 27B
Text Arena 1,372 1,358
Text Arena (style controlled) 1,398 1,365
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: R1Google: Gemma 3 27B
Input $/1M $0.70 $0.08
Output $/1M $2.50 $0.45
Blended $/1M $1.15 $0.17
Cache read $/1M $0.040
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: R1Google: Gemma 3 27B
Context window 64k 131k
Max output tokens 16k 118k
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: R1Google: Gemma 3 27B
Output tokens/s 20 21
Time to first token 1.1s 1.6s
The Known Good

Providers

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

6 hosts · 1 serve both
Full provider benchmarks →
Provider DeepSeek: R1 blendedDeepSeek: R1 tok/s Google: Gemma 3 27B blendedGoogle: Gemma 3 27B tok/s
Novita $1.15 20 $0.14 14
Azure · first party $2.60
Phala $0.23 51
Parasail $0.17 27
Nebius $0.15 18
DeepInfra $0.10 14

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 →