The Known Good Updated 25 Jul 2026
Google: Gemini 3 Flash Preview vs OpenAI: GPT-5.2 ·Google vs OpenAI

Google: Gemini 3 Flash Preview vs OpenAI: GPT-5.2 — head-to-head comparison

Google: Gemini 3 Flash Preview profile OpenAI: GPT-5.2 profile All comparisons
Google: Gemini 3 Flash Preview — Google
Quality
#13 of 61
83based on 4 of 6 evaluations
Known Good Index
Speed
#68 of 316
88.9
Output tokens per second
Price
#205 of 340
$1.12
Blended per 1M tokens
In $0.50 · Out $3.00
Cache hit price
#67 of 206
$0.050
per 1M tokens (−90%)
Context
#27 of 345
1.05M
tokens (~1,600 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: Gemini 3 Flash Preview scores 83 and OpenAI: GPT-5.2 scores 80 — a 3-point lead for Google: Gemini 3 Flash Preview. They share 4 published evaluations, with Google: Gemini 3 Flash Preview ahead on 1 and OpenAI: GPT-5.2 ahead on 3.

Blended pricing is $1.12 per 1M tokens for Google: Gemini 3 Flash Preview and $4.81 for OpenAI: GPT-5.2 — Google: Gemini 3 Flash Preview is about 4.3× cheaper.

Throughput is 89 tokens per second for Google: Gemini 3 Flash Preview and 54 for OpenAI: GPT-5.2, with time to first token at 2.0s and 2.5s. Google: Gemini 3 Flash Preview accepts 1.05M tokens of context against 400k.

Google: Gemini 3 Flash Preview is proprietary; OpenAI: GPT-5.2 is proprietary. 4 tracked hosts serve one or both.

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

At a glance
MetricGoogle: Gemini 3 Flash PreviewOpenAI: GPT-5.2
Known Good Index 83 based on 4 of 6 evaluations 80 based on 5 of 6 evaluations
Blended $/1M $1.12 $4.81
Output tok/s 89 54
Context window 1.05M 400k
Providers 2 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: Gemini 3 Flash PreviewOpenAI: GPT-5.2
Known Good Index 83 80
Coding Index 77 76
Mathematics Index 93 96
Science Index 86 96
Reasoning Index 77
Agentic Index 77 76
Openness Index 5 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = Google: Gemini 3 Flash Preview · marker = OpenAI: GPT-5.2 · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond83 / 91
MATH / AIME93 / 96
SWE-bench Verified75 / 74
Terminal-Bench64 / 65

Right-hand figures read Google: Gemini 3 Flash Preview / OpenAI: GPT-5.2. Google: Gemini 3 Flash Preview leads on 1 of 4, OpenAI: GPT-5.2 on 3.

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: Gemini 3 Flash PreviewOpenAI: 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: Gemini 3 Flash PreviewOpenAI: GPT-5.2
Input $/1M $0.50 $1.75
Output $/1M $3.00 $14.00
Blended $/1M $1.12 $4.81
Cache read $/1M $0.050 $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: Gemini 3 Flash PreviewOpenAI: GPT-5.2
Context window 1.05M 400k
Max output tokens 66k 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: Gemini 3 Flash PreviewOpenAI: GPT-5.2
Output tokens/s 89 54
Time to first token 2.0s 2.5s
The Known Good

Providers

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

4 hosts
Full provider benchmarks →
Provider Google: Gemini 3 Flash Preview blendedGoogle: Gemini 3 Flash Preview tok/s OpenAI: GPT-5.2 blendedOpenAI: GPT-5.2 tok/s
Google · first party $0.56 85
Google AI Studio $0.56 60
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 →