The Known Good Updated 25 Jul 2026
gemma-3-27b-it vs gpt-5.5-pre-release ·Google vs OpenAI

gemma-3-27b-it vs gpt-5.5-pre-release — head-to-head comparison

gemma-3-27b-it profile gpt-5.5-pre-release profile All comparisons
gemma-3-27b-it — Google
Quality
#48 of 61
37based 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
gpt-5.5-pre-release — OpenAI
Quality
#1 of 61
98based 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, gemma-3-27b-it scores 37 and gpt-5.5-pre-release scores 98 — a 61-point lead for gpt-5.5-pre-release. They share 2 published evaluations, with gemma-3-27b-it ahead on 0 and gpt-5.5-pre-release ahead on 2.

gemma-3-27b-it is open weights under Open weights (restricted use); gpt-5.5-pre-release is proprietary.

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

At a glance
Metricgemma-3-27b-itgpt-5.5-pre-release
Known Good Index 37 based on 3 of 6 evaluations 98 based on 3 of 6 evaluations
Blended $/1M
Output tok/s
Context window
Providers 0 0
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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.

Metricgemma-3-27b-itgpt-5.5-pre-release
Known Good Index 37 98
Mathematics Index 47 100
Science Index 44 99
Reasoning Index 40
Agentic Index 94
Openness Index 60 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = gemma-3-27b-it · marker = gpt-5.5-pre-release · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond49 / 94
MATH / AIME20 / 100

Right-hand figures read gemma-3-27b-it / gpt-5.5-pre-release. gemma-3-27b-it leads on 0 of 2, gpt-5.5-pre-release 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.

Metricgemma-3-27b-itgpt-5.5-pre-release
Text Arena 1,358
Text Arena (style controlled) 1,366
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.

Metricgemma-3-27b-itgpt-5.5-pre-release
Input $/1M
Output $/1M
Blended $/1M
Cache read $/1M
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.

Metricgemma-3-27b-itgpt-5.5-pre-release
Context window
Max output tokens
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.

Metricgemma-3-27b-itgpt-5.5-pre-release
Output tokens/s
Time to first token
The Known Good

Providers

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

0 hosts
Full provider benchmarks →

No hosting providers are currently tracked for either 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 →