LLM Reference

GPT-5.4-Cyber vs Step 3.5 Flash

GPT-5.4-Cyber (2026) and Step 3.5 Flash (2026) are frontier-tier reasoning models from OpenAI and StepFun. GPT-5.4-Cyber ships a not-yet-sourced context window, while Step 3.5 Flash ships a 256k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads. It focuses on practical selection signals rather than broad model-family marketing.

GPT-5.4-Cyber is safer overall; choose Step 3.5 Flash when provider fit matters.

Decision scorecard

Local evidence first
SignalGPT-5.4-CyberStep 3.5 Flash
Best forreasoning-heavy apps and multimodal appsreasoning-heavy apps
Decision fitVisionCoding, Agents, and Long context
Context window256k
Cheapest output-$0.30/1M tokens
Provider routes0 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-5.4-Cyber when...
  • GPT-5.4-Cyber uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags GPT-5.4-Cyber for Vision.
Choose Step 3.5 Flash when...
  • Step 3.5 Flash has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Step 3.5 Flash has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Step 3.5 Flash for Coding, Agents, and Long context.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

GPT-5.4-Cyber

Unavailable

No complete token price in local provider data

Step 3.5 Flash

$155

Cheapest tracked route/tier: OpenRouter

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

GPT-5.4-Cyber -> Step 3.5 Flash
  • No overlapping tracked provider route is sourced for GPT-5.4-Cyber and Step 3.5 Flash; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.
Step 3.5 Flash -> GPT-5.4-Cyber
  • No overlapping tracked provider route is sourced for Step 3.5 Flash and GPT-5.4-Cyber; plan for SDK, billing, or endpoint changes.
  • GPT-5.4-Cyber adds Vision and Multimodal in local capability data.

Specs

Specification
Released2026-04-142026-01-29
Context window256k
Parameters196B (11B active)
ArchitectureDecoder OnlyMixture of Experts
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-08-

Pricing and availability

Pricing attributeGPT-5.4-CyberStep 3.5 Flash
Input price-$0.10/1M tokens
Output price-$0.30/1M tokens
Providers-

Capabilities

CapabilityGPT-5.4-CyberStep 3.5 Flash
VisionYesNo
MultimodalYesNo
ReasoningYesYes
JSON / Tool useNoNo
Structured outputsNoNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.