The Known Good Updated 25 Jul 2026
Google: Gemma 3 27B vs OpenAI: GPT-5.2 ·Google vs OpenAI

Google: Gemma 3 27B vs OpenAI: GPT-5.2 — head-to-head comparison

Google: Gemma 3 27B profile OpenAI: GPT-5.2 profile All comparisons
Google: Gemma 3 27B — Google
Quality
#47 of 61
37based on 3 of 6 evaluations
Known Good Index
Speed
#262 of 316
24.4
Output tokens per second
Price
#64 of 340
$0.17
Blended per 1M tokens
In $0.08 · Out $0.45
Cache hit price
#62 of 206
$0.040
per 1M tokens (−50%)
Context
#171 of 345
262k
tokens (~400 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, Google: Gemma 3 27B scores 37 and OpenAI: GPT-5.2 scores 80 — a 44-point lead for OpenAI: GPT-5.2. They share 2 published evaluations, with Google: Gemma 3 27B ahead on 0 and OpenAI: GPT-5.2 ahead on 2.

Blended pricing is $0.17 per 1M tokens for Google: Gemma 3 27B and $4.81 for OpenAI: GPT-5.2 — Google: Gemma 3 27B is about 27.9× cheaper.

Throughput is 24 tokens per second for Google: Gemma 3 27B and 54 for OpenAI: GPT-5.2, with time to first token at 0.9s and 2.5s. Google: Gemma 3 27B accepts 262k tokens of context against 400k.

Google: Gemma 3 27B is open weights under Open weights (restricted use); OpenAI: GPT-5.2 is proprietary. 7 tracked hosts serve one or both.

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

At a glance
MetricGoogle: Gemma 3 27BOpenAI: GPT-5.2
Known Good Index 37 based on 3 of 6 evaluations 80 based on 5 of 6 evaluations
Blended $/1M $0.17 $4.81
Output tok/s 24 54
Context window 262k 400k
Providers 5 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.

MetricGoogle: Gemma 3 27BOpenAI: GPT-5.2
Known Good Index 37 80
Coding Index — 76
Mathematics Index 47 96
Science Index 44 96
Reasoning Index 40 77
Agentic Index — 76
Openness Index 60 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = Google: Gemma 3 27B · marker = OpenAI: GPT-5.2 · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond49 / 91
MATH / AIME20 / 96

Right-hand figures read Google: Gemma 3 27B / OpenAI: GPT-5.2. Google: Gemma 3 27B leads on 0 of 2, OpenAI: GPT-5.2 on 2.

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.

MetricGoogle: Gemma 3 27BOpenAI: GPT-5.2
Text Arena — 1,411
Text Arena (style controlled) — 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.

MetricGoogle: Gemma 3 27BOpenAI: GPT-5.2
Input $/1M $0.08 $1.75
Output $/1M $0.45 $14.00
Blended $/1M $0.17 $4.81
Cache read $/1M $0.040 $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.

MetricGoogle: Gemma 3 27BOpenAI: GPT-5.2
Context window 262k 400k
Max output tokens 131k 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.

MetricGoogle: Gemma 3 27BOpenAI: GPT-5.2
Output tokens/s 24 54
Time to first token 0.9s 2.5s
The Known Good

Providers

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

7 hosts
Full provider benchmarks →
Provider Google: Gemma 3 27B blendedGoogle: Gemma 3 27B tok/s OpenAI: GPT-5.2 blendedOpenAI: GPT-5.2 tok/s
Parasail $0.17 54 — —
Novita $0.14 32 — —
DeepInfra $0.10 22 — —
Phala $0.23 15 — —
Nebius $0.15 12 — —
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 →