LLM Reference

Gemma 3 12B vs Phi-4 Mini Flash Reasoning

Gemma 3 12B (2026) and Phi-4 Mini Flash Reasoning (2025) are frontier reasoning models from Google DeepMind and Microsoft Research. Gemma 3 12B ships a 33k-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.

Gemma 3 12B is safer overall; choose Phi-4 Mini Flash Reasoning when reasoning depth matters.

Decision scorecard

Local evidence first
SignalGemma 3 12BPhi-4 Mini Flash Reasoning
Best forprovider-routed productionreasoning-heavy apps
Decision fitClassification and JSON / Tool useLong context
Context window33k128k
Cheapest output$0.13/1M tokens-
Provider routes5 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemma 3 12B when...
  • Gemma 3 12B has broader tracked provider coverage for fallback and route flexibility.
  • Gemma 3 12B uniquely exposes Structured outputs in local model data.
  • Local decision data tags Gemma 3 12B for Classification and JSON / Tool use.
Choose Phi-4 Mini Flash Reasoning when...
  • Phi-4 Mini Flash Reasoning has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • 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.

Gemma 3 12B

$64.50

Cheapest tracked route/tier: OpenRouter

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

Gemma 3 12B -> Phi-4 Mini Flash Reasoning
  • No overlapping tracked provider route is sourced for Gemma 3 12B and Phi-4 Mini Flash Reasoning; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Structured outputs before moving production traffic.
  • Phi-4 Mini Flash Reasoning adds Reasoning in local capability data.
Phi-4 Mini Flash Reasoning -> Gemma 3 12B
  • No overlapping tracked provider route is sourced for Phi-4 Mini Flash Reasoning and Gemma 3 12B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Gemma 3 12B adds Structured outputs in local capability data.

Specs

Specification
Released2026-01-012025-12-01
Context window33k128k
Parameters12B3.8B
ArchitectureDecoder OnlyDecoder Only
LicenseGemmaMITOSI-approved
OpennessOpen weightsOpen source
WeightsUnknownUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2024-082025-02

Pricing and availability

Pricing attributeGemma 3 12BPhi-4 Mini Flash Reasoning
Input price$0.04/1M tokens-
Output price$0.13/1M tokens-
Providers

Capabilities

CapabilityGemma 3 12BPhi-4 Mini Flash Reasoning
VisionNoNo
MultimodalNoNo
ReasoningNoYes
JSON / Tool useNoNo
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: 2026-06-29. Data sourced from public model cards and provider documentation.