LLM Reference

o4-mini vs Phi-4 Mini Reasoning

o4-mini (2025) and Phi-4 Mini Reasoning (2026) are frontier-tier reasoning models from OpenAI and Microsoft Research. o4-mini ships a 200k-token context window, while Phi-4 Mini Reasoning ships a 128k-token context window. On Google-Proof Q&A, o4-mini leads by 29.4 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Phi-4 Mini Reasoning is safer overall; choose o4-mini when coding workflow support matters.

Decision scorecard

Local evidence first
Signalo4-miniPhi-4 Mini Reasoning
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps
Decision fitCoding, RAG, and AgentsLong context
Context window200k128k
Cheapest output$4/1M tokens-
Provider routes4 tracked0 tracked
Shared benchmarksGoogle-Proof Q&A leader1 rows

Decision tradeoffs

Choose o4-mini when...
  • o4-mini holds a shared-benchmark lead on Google-Proof Q&A, ahead by 29.4 points.
  • o4-mini has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • o4-mini has broader tracked provider coverage for fallback and procurement flexibility.
  • o4-mini uniquely exposes Vision, Multimodal, and Function calling in local model data.
  • Local decision data tags o4-mini for Coding, RAG, and Agents.
Choose Phi-4 Mini Reasoning when...
  • Local decision data tags Phi-4 Mini Reasoning for Long context.

Monthly cost at traffic

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

o4-mini

$1,800

Cheapest tracked route/tier: Replicate API

Phi-4 Mini 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

o4-mini -> Phi-4 Mini Reasoning
  • No overlapping tracked provider route is sourced for o4-mini and Phi-4 Mini Reasoning; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision, Multimodal, and Function calling before moving production traffic.
Phi-4 Mini Reasoning -> o4-mini
  • No overlapping tracked provider route is sourced for Phi-4 Mini Reasoning and o4-mini; plan for SDK, billing, or endpoint changes.
  • o4-mini adds Vision, Multimodal, and Function calling in local capability data.

Specs

Specification
Released2025-04-162026-05-16
Context window200k128k
Parameters3.8B
Architecturedecoder only-
LicenseProprietaryMIT(OSI)
OpennessProprietaryOpen source
Commercial useCommercial use with conditionsCommercial use allowed
Knowledge cutoff2025-082025-02

Pricing and availability

Pricing attributeo4-miniPhi-4 Mini Reasoning
Input price$1/1M tokens-
Output price$4/1M tokens-
Providers-

Capabilities

Capabilityo4-miniPhi-4 Mini Reasoning
VisionYesNo
MultimodalYesNo
ReasoningYesYes
Function callingYesNo
Tool useYesNo
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

Benchmarko4-miniPhi-4 Mini Reasoning
Google-Proof Q&A81.452.0

Deep dive

On shared benchmark coverage, Google-Proof Q&A has o4-mini at 81.4 and Phi-4 Mini Reasoning at 52, with o4-mini ahead by 29.4 points. The largest visible gap is 29.4 points on Google-Proof Q&A, which matters most when that benchmark mirrors your workload. Treat isolated benchmark wins as directional, because provider routing, prompt style, and tool access can move real application results.

The capability footprint differs most on vision: o4-mini, multimodal input: o4-mini, function calling: o4-mini, tool use: o4-mini, structured outputs: o4-mini, and code execution: o4-mini. Both models share reasoning mode, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

Pricing coverage is uneven: o4-mini has $1/1M input tokens and Phi-4 Mini Reasoning has no token price sourced yet. Provider availability is 4 tracked routes versus 0. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose o4-mini when coding workflow support, larger context windows, and broader provider choice are central to the workload. Choose Phi-4 Mini Reasoning when provider fit are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, o4-mini or Phi-4 Mini Reasoning?

o4-mini supports 200k tokens, while Phi-4 Mini Reasoning supports 128k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Is o4-mini or Phi-4 Mini Reasoning open source?

o4-mini is listed under Proprietary. Phi-4 Mini Reasoning is listed under MIT. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, o4-mini or Phi-4 Mini Reasoning?

o4-mini has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, o4-mini or Phi-4 Mini Reasoning?

o4-mini has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for reasoning mode, o4-mini or Phi-4 Mini Reasoning?

Both o4-mini and Phi-4 Mini Reasoning expose reasoning mode. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Where can I run o4-mini and Phi-4 Mini Reasoning?

o4-mini is available on OpenAI API, OpenRouter, Replicate API, and Vercel AI Gateway. Phi-4 Mini Reasoning is available on the tracked providers still being sourced. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-22. Data sourced from public model cards and provider documentation.