LLM Reference

Gemini 3.1 Flash-Lite vs Phi-4 Mini Flash Reasoning

Gemini 3.1 Flash-Lite (2026) and Phi-4 Mini Flash Reasoning (2025) are frontier reasoning models from Google DeepMind and Microsoft Research. Gemini 3.1 Flash-Lite ships a 1.05m-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 3.1 Flash-Lite fits 8x more tokens; pick it for long-context work and Phi-4 Mini Flash Reasoning for tighter calls.

Decision scorecard

Local evidence first
SignalGemini 3.1 Flash-LitePhi-4 Mini Flash Reasoning
Best formultimodal apps, tool-calling agents, and long-context analysisreasoning-heavy apps
Decision fitCoding, RAG, and AgentsLong context
Context window1.05m128k
Cheapest output$1.50/1M tokens-
Provider routes3 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini 3.1 Flash-Lite when...
  • Gemini 3.1 Flash-Lite has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 3.1 Flash-Lite has broader tracked provider coverage for fallback and route flexibility.
  • Gemini 3.1 Flash-Lite uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags Gemini 3.1 Flash-Lite for Coding, RAG, and Agents.
Choose Phi-4 Mini Flash Reasoning when...
  • Phi-4 Mini Flash Reasoning uniquely exposes Reasoning in local model data.
  • 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 3.1 Flash-Lite

$575

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 3.1 Flash-Lite -> Phi-4 Mini Flash Reasoning
  • No overlapping tracked provider route is sourced for Gemini 3.1 Flash-Lite 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 adds Reasoning in local capability data.
Phi-4 Mini Flash Reasoning -> Gemini 3.1 Flash-Lite
  • No overlapping tracked provider route is sourced for Phi-4 Mini Flash Reasoning and Gemini 3.1 Flash-Lite; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Gemini 3.1 Flash-Lite adds Vision, Multimodal, and JSON / Tool use in local capability data.

Specs

Specification
Released2026-05-072025-12-01
Context window1.05m128k
Parameters—3.8B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-012025-02

Pricing and availability

Pricing attributeGemini 3.1 Flash-LitePhi-4 Mini Flash Reasoning
Input price$0.25/1M tokens-
Output price$1.50/1M tokens-
Providers

Capabilities

CapabilityGemini 3.1 Flash-LitePhi-4 Mini Flash Reasoning
VisionYesNo
MultimodalYesNo
ReasoningNoYes
JSON / Tool useYesNo
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

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