LLM Reference

Gemini Robotics-ER 1.6 Preview vs Phi-4 Mini Flash Reasoning

Gemini Robotics-ER 1.6 Preview (2026) and Phi-4 Mini Flash Reasoning (2025) are frontier-tier reasoning models from Google DeepMind and Microsoft Research. Gemini Robotics-ER 1.6 Preview ships a 128k-token context window, while Phi-4 Mini Flash Reasoning ships a 128k-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.

Gemini Robotics-ER 1.6 Preview is safer overall; choose Phi-4 Mini Flash Reasoning when provider fit matters.

Decision scorecard

Local evidence first
SignalGemini Robotics-ER 1.6 PreviewPhi-4 Mini Flash Reasoning
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps
Decision fitRAG, Agents, and Long contextLong context
Context window128k128k
Cheapest output$5/1M tokens-
Provider routes1 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini Robotics-ER 1.6 Preview when...
  • Gemini Robotics-ER 1.6 Preview uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags Gemini Robotics-ER 1.6 Preview for RAG, Agents, and Long context.
Choose Phi-4 Mini Flash Reasoning when...
  • Local decision data tags Phi-4 Mini Flash Reasoning for Long context.

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

Phi-4 Mini Flash Reasoning

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 -> Phi-4 Mini Flash Reasoning
  • No overlapping tracked provider route is sourced for Gemini Robotics-ER 1.6 Preview and Phi-4 Mini Flash Reasoning; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.
Phi-4 Mini Flash Reasoning -> Gemini Robotics-ER 1.6 Preview
  • No overlapping tracked provider route is sourced for Phi-4 Mini Flash Reasoning and Gemini Robotics-ER 1.6 Preview; plan for SDK, billing, or endpoint changes.
  • Gemini Robotics-ER 1.6 Preview adds Vision, Multimodal, and JSON / Tool use in local capability data.

Specs

Specification
Released2026-04-142025-12-01
Context window128k128k
Parameters—3.8B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff-2025-02

Pricing and availability

Pricing attributeGemini Robotics-ER 1.6 PreviewPhi-4 Mini Flash Reasoning
Input price$1/1M tokens-
Output price$5/1M tokens-
Providers

Capabilities

CapabilityGemini Robotics-ER 1.6 PreviewPhi-4 Mini Flash Reasoning
VisionYesNo
MultimodalYesNo
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.