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GPT-5.3-Codex vs Step 3.5 Flash

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for GPT-5.3-Codex and Step 3.5 Flash.

OpenAI

GPT-5.3-Codex

GPT-5.3-Codex is OpenAI’s most advanced agentic coding model, combining the frontier software engineering performance of GPT-5.2-Codex with the broader reasoning and professional knowledge capabilities of GPT-5.2. It achieves state-of-the-art results...

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StepFun

Step 3.5 Flash

Step 3.5 Flash is StepFun's most capable open-source foundation model. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parameters per token....

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Technical Specifications

SpecificationGPT-5.3-CodexStep 3.5 Flash
ProviderOpenAIStepFun
Context Window400,000 tokens262,144 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-02-242026-01-29

API Pricing Comparison

Input Price per Million Tokens

GPT-5.3-Codex

$1.75

Step 3.5 Flash

$0.10

Output Price per Million Tokens

GPT-5.3-Codex

$14.00

Step 3.5 Flash

$0.30

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

GPT-5.3-Codex Quirks & Gotchas

No developer gotchas reported.

Step 3.5 Flash Quirks & Gotchas

No developer gotchas reported.