AI model comparison

Step 5 Preview vs Gemini 3 Flash Preview

Pricing, context window, benchmarks, and features compared side by side. Or skip the guesswork and send one prompt to both.

Step 5 Preview is StepFun's flagship model for agentic work, built on a sparse Mixture-of-Experts architecture (27B active / 600B total parameters).

Input / 1M
$1
Output / 1M
$2.70
Context
1M

Gemini 3 Flash Preview is a high speed, high value thinking model designed for agentic workflows, multi turn chat, and coding assistance.

Input / 1M
$0.50
Output / 1M
$3
Context
1.05M

At a glance

Quick verdict

How the two models stack up on the things people ask about most.

Lower price

google logo

Gemini 3 Flash Preview

1.3x cheaper for a typical chat

Higher intelligence score

Tie

Not enough benchmark data

Larger context window

google logo

Gemini 3 Flash Preview

1.05M vs 1M tokens

Newer release

stepfun logo

Step 5 Preview

Released October 8, 2026

Benchmarks

Benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

stepfun logoStep 5 PreviewNot available
google logoGemini 3 Flash Preview26.3

Coding index

stepfun logoStep 5 PreviewNot available
google logoGemini 3 Flash PreviewNot available

Agentic index

stepfun logoStep 5 PreviewNot available
google logoGemini 3 Flash PreviewNot available

Pricing

Step 5 Preview vs Gemini 3 Flash Preview API pricing

Per-token API rates. Cheaper option highlighted.

Metricstepfun logoStep 5 Previewgoogle logoGemini 3 Flash Preview
Input tokensPer 1M tokens$1$0.50
Output tokensPer 1M tokens$2.70$3
Cached input (read)Per 1M tokens$0.05$0.05
Cache writePer 1M tokensNot available$0.08
Web searchPer requestNot available$0.014

What it costs in practice

Estimated cost per 1,000 requests at standard rates. Coding and long-document figures also show the cost when the input is already cached.

Chat message

2K in, 500 out

stepfun logoStep 5 Preview$3.35
google logoGemini 3 Flash Preview$2.50

Coding task

30K in, 4K out

stepfun logoStep 5 Preview$40.80$12.30 cached
google logoGemini 3 Flash Preview$27$13.50 cached

Long document summary

150K in, 2K out

stepfun logoStep 5 Preview$155.40$12.90 cached
google logoGemini 3 Flash Preview$81$13.50 cached

Specs

Context window and capabilities

How much each model can read, how much it can write, and what it accepts as input.

Metricstepfun logoStep 5 Previewgoogle logoGemini 3 Flash Preview
Context window1M tokens1.05M tokens
Max output64K tokens66K tokens
Input typesImage, Text, VideoAudio, File, Image, Text, Video
Output typesTextText
Reasoning effort levelsHigh, Medium, LowHigh, Medium, Low, Minimal
Default reasoning effortMediumMedium
Release dateOctober 8, 2026December 17, 2025

Features

Supported features

API features available for each model.

Metricstepfun logoStep 5 Previewgoogle logoGemini 3 Flash Preview
Tool callingSupportedSupported
Structured outputsSupportedSupported
JSON modeSupportedSupported
ReasoningSupportedSupported
TemperatureSupportedSupported
Stop sequencesSupportedSupported
Deterministic seedNot supportedSupported
Verbosity controlNot supportedNot supported

Our take

Gemini 3 Flash Preview is 1.3x cheaper for a typical chat. Gemini 3 Flash Preview has the larger context window (1.05M vs 1M tokens). The right pick depends on your workload, so the quickest way to settle it is to send the same prompt to both and compare.

FAQ

Frequently asked questions

Is Step 5 Preview or Gemini 3 Flash Preview cheaper?

Gemini 3 Flash Preview is cheaper for a typical chat (2K input tokens and 500 output tokens). Gemini 3 Flash Preview costs $0.50 per 1M input tokens and $3 per 1M output tokens, while Step 5 Preview costs $1 per 1M input tokens and $2.70 per 1M output tokens.

Which has a bigger context window, Step 5 Preview or Gemini 3 Flash Preview?

Gemini 3 Flash Preview supports up to 1.05M tokens of context, compared with 1M for Step 5 Preview.

Can I use Step 5 Preview and Gemini 3 Flash Preview at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Step 5 Preview and Gemini 3 Flash Preview answer side by side and keep the better response.

stepfun logogoogle logo

Why choose? Ask both.

Send one prompt to Step 5 Preview and Gemini 3 Flash Preview at the same time. Compare the answers side by side and keep the best one.