AI model comparison

Step 5 Preview vs Qwen3.8 27B

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

Qwen3.8 27B is an open-weight dense vision-language model from Qwen.

Input / 1M
$0.43
Output / 1M
$2.55
Context
1M

At a glance

Quick verdict

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

Lower price

qwen logo

Qwen3.8 27B

1.6x cheaper for a typical chat

Higher intelligence score

Tie

Not enough benchmark data

Larger context window

Tie

1M 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
qwen logoQwen3.8 27B33.7

Coding index

stepfun logoStep 5 PreviewNot available
qwen logoQwen3.8 27B68.1

Agentic index

stepfun logoStep 5 PreviewNot available
qwen logoQwen3.8 27B45.8

Pricing

Step 5 Preview vs Qwen3.8 27B API pricing

Per-token API rates. Cheaper option highlighted.

Metricstepfun logoStep 5 Previewqwen logoQwen3.8 27B
Input tokensPer 1M tokens$1$0.43
Output tokensPer 1M tokens$2.70$2.55
Cached input (read)Per 1M tokens$0.05$0.09
Cache writePer 1M tokensNot available$0.53

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
qwen logoQwen3.8 27B$2.13

Coding task

30K in, 4K out

stepfun logoStep 5 Preview$40.80$12.30 cached
qwen logoQwen3.8 27B$22.95$12.75 cached

Long document summary

150K in, 2K out

stepfun logoStep 5 Preview$155.40$12.90 cached
qwen logoQwen3.8 27B$68.85$17.85 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 Previewqwen logoQwen3.8 27B
Context window1M tokens1M tokens
Max output64K tokens131K tokens
Input typesImage, Text, VideoImage, Text, Video
Output typesTextText
Reasoning effort levelsHigh, Medium, LowExtra high, Medium, Low
Default reasoning effortMediumExtra high
Release dateOctober 8, 2026August 14, 2026

Features

Supported features

API features available for each model.

Metricstepfun logoStep 5 Previewqwen logoQwen3.8 27B
Tool callingSupportedSupported
Structured outputsSupportedSupported
JSON modeSupportedSupported
ReasoningSupportedSupported
TemperatureSupportedSupported
Stop sequencesSupportedSupported
Deterministic seedNot supportedSupported
Verbosity controlNot supportedNot supported

Our take

Qwen3.8 27B is 1.6x cheaper for a typical chat. 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 Qwen3.8 27B cheaper?

Qwen3.8 27B is cheaper for a typical chat (2K input tokens and 500 output tokens). Qwen3.8 27B costs $0.43 per 1M input tokens and $2.55 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 Qwen3.8 27B?

Step 5 Preview supports up to 1M tokens of context, compared with 1M for Qwen3.8 27B.

Can I use Step 5 Preview and Qwen3.8 27B at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Step 5 Preview and Qwen3.8 27B answer side by side and keep the better response.

stepfun logoqwen logo

Why choose? Ask both.

Send one prompt to Step 5 Preview and Qwen3.8 27B at the same time. Compare the answers side by side and keep the best one.