AI model comparison

GPT-5.2 vs Step 3.5 Flash

Compare pricing, context limits, supported inputs and deployment options to choose a model for your workflow.

GPT-5.2 from OpenAI lists 400K context, 128K maximum output, $1.75 input per 1M tokens, $14.00 output per 1M tokens. Step 3.5 Flash from StepFun lists 256K context, 256K maximum output, $0.10 input per 1M tokens, $0.30 output per 1M tokens. Compare the inputs, outputs and deployment options below to see which fits your workflow.

Side-by-sideCapabilities and practical differences

OpenAI

GPT-5.2

GPT-5.2 from OpenAI: Reliable GPT generation for broad coding, writing, and tool-assisted product work.

Context
400K
Max output
128K
Input / 1M tokens
$1.75
Output / 1M tokens
$14.00

Accepts

  • Text input
  • Image input

Produces

  • Text output
VS

StepFun

Step 3.5 Flash

Step 3.5 Flash from StepFun: StepFun flash lane for quick multimodal reasoning and coding assistance.

Context
256K
Max output
256K
Input / 1M tokens
$0.10
Output / 1M tokens
$0.30

Accepts

  • Text input

Produces

  • Text output

At a glance

Key differences

Compare the available figures below, then try both models on the work you need to do.

GPT-5.2

  • Context capacity: 400K

Step 3.5 Flash

  • Maximum output: 256K
  • Input price: $0.10
  • Output price: $0.30

Context capacity

Higher listed limit

GPT-5.2:400K

Step 3.5 Flash:256K

GPT-5.2

Maximum output

Higher listed limit

GPT-5.2:128K

Step 3.5 Flash:256K

Step 3.5 Flash

Input price

Lower listed token rate

GPT-5.2:$1.75

Step 3.5 Flash:$0.10

Step 3.5 Flash

Output price

Lower listed token rate

GPT-5.2:$14.00

Step 3.5 Flash:$0.30

Step 3.5 Flash

Specifications

Pricing, limits and capabilities

Specifications for GPT-5.2 and Step 3.5 Flash. Higher limits and lower prices describe these figures only.
SpecificationGPT-5.2Step 3.5 Flash
ProviderOpenAIStepFun
Listed pricing routeOpenAIStepFun
Model familygpt—
Accepted inputstext, imagetext
Produced outputstexttext
Context window400KHigher256K
Max output128K256KHigher
Input price / 1M$1.75$0.10Lower
Output price / 1M$14.00$0.30Lower
Reasoning modeDocumentedDocumented
Tool callingDocumentedDocumented
Image inputDocumentedNot documented
Audio inputNot documentedNot documented
Structured outputDocumentedNot documented
LicenseProprietaryOpen weights

Workload guidance

Which model should you choose?

Consider GPT-5.2 if you need larger context. Consider Step 3.5 Flash if you need larger maximum output or a lower listed input rate or a lower listed output rate. Step 3.5 Flash offers downloadable weights; GPT-5.2 is listed as a proprietary model. Compare licence terms and operating costs before choosing a deployment. Test both on the same representative examples and judge the output against your acceptance criteria. Include tool failures, retries and the time to a completed task.

Documentation and model profiles

Explore each model’s features, API requirements and licence terms in the sources below.

Questions people ask

It brings together documented inputs and outputs, token limits, deployment terms and available pricing. When both models have source-linked, verified results on a shared benchmark, those results are shown with their individual sources. The comparison is a starting point for evaluating your own workload.

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