Gemini Robotics-ER 1.6 Preview vs GPT-5.4-Cyber

Gemini Robotics-ER 1.6 Preview (2026) and GPT-5.4-Cyber (2026) are frontier-tier reasoning models from Google DeepMind and OpenAI. Gemini Robotics-ER 1.6 Preview ships a 128k-token context window, while GPT-5.4-Cyber ships a not-yet-sourced 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.

Gemini Robotics-ER 1.6 Preview is safer overall; choose GPT-5.4-Cyber when vision-heavy evaluation matters.

Decision scorecard

Local evidence first
SignalGemini Robotics-ER 1.6 PreviewGPT-5.4-Cyber
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps and multimodal apps
Decision fitRAG, Agents, and Long contextVision
Context window128k—
Cheapest output$5/1M tokens-
Provider routes1 tracked0 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini Robotics-ER 1.6 Preview when...
  • Gemini Robotics-ER 1.6 Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini Robotics-ER 1.6 Preview has broader tracked provider coverage for fallback and route flexibility.
  • Gemini Robotics-ER 1.6 Preview uniquely exposes JSON / Tool use and Structured outputs in local model data.
  • Local decision data tags Gemini Robotics-ER 1.6 Preview for RAG, Agents, and Long context.
Choose GPT-5.4-Cyber when...
  • Local decision data tags GPT-5.4-Cyber for Vision.

Monthly cost at traffic

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

Gemini Robotics-ER 1.6 Preview

$2,050

Cheapest tracked route/tier: Google AI Studio

GPT-5.4-Cyber

Unavailable

No complete token price in local provider data

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

Switch friction

Gemini Robotics-ER 1.6 Preview -> GPT-5.4-Cyber
  • No overlapping tracked provider route is sourced for Gemini Robotics-ER 1.6 Preview and GPT-5.4-Cyber; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for JSON / Tool use and Structured outputs before moving production traffic.
GPT-5.4-Cyber -> Gemini Robotics-ER 1.6 Preview
  • No overlapping tracked provider route is sourced for GPT-5.4-Cyber and Gemini Robotics-ER 1.6 Preview; plan for SDK, billing, or endpoint changes.
  • Gemini Robotics-ER 1.6 Preview adds JSON / Tool use and Structured outputs in local capability data.

Specs

Specification
Released2026-04-142026-04-14
Context window128k—
Parameters——
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff-2025-08

Pricing and availability

Pricing attributeGemini Robotics-ER 1.6 PreviewGPT-5.4-Cyber
Input price$1/1M tokens-
Output price$5/1M tokens-
Providers-

Capabilities

CapabilityGemini Robotics-ER 1.6 PreviewGPT-5.4-Cyber
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesNo
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-06-15. Data sourced from public model cards and provider documentation.