LLM Reference

Nova Micro vs Phi-4 Mini Flash Reasoning

Nova Micro (2025) and Phi-4 Mini Flash Reasoning (2025) are frontier reasoning models from Amazon Web Services (AWS) AI and Microsoft Research. Nova Micro 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.

Phi-4 Mini Flash Reasoning is safer overall; choose Nova Micro when provider fit matters.

Decision scorecard

Local evidence first
SignalNova MicroPhi-4 Mini Flash Reasoning
Best forprovider-routed productionreasoning-heavy apps
Decision fitRAG, Long context, and ClassificationLong context
Context window128k128k
Cheapest output$0.14/1M tokens-
Provider routes2 tracked1 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose Nova Micro when...
  • Nova Micro has broader tracked provider coverage for fallback and procurement flexibility.
  • Nova Micro uniquely exposes Structured outputs in local model data.
  • Local decision data tags Nova Micro for RAG, Long context, and Classification.
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.

Nova Micro

$63.00

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

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

Specs

Specification
Released2025-03-172025-12-01
Context window128k128k
Parameters3.8B
Architecturedecoder onlydecoder only
LicenseProprietaryMIT
Knowledge cutoff-2025-02

Pricing and availability

Pricing attributeNova MicroPhi-4 Mini Flash Reasoning
Input price$0.04/1M tokens-
Output price$0.14/1M tokens-
Providers

Capabilities

CapabilityNova MicroPhi-4 Mini Flash Reasoning
VisionNoNo
MultimodalNoNo
ReasoningNoYes
Function callingNoNo
Tool useNoNo
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on reasoning mode: Phi-4 Mini Flash Reasoning and structured outputs: Nova Micro. Both models share the core language-model surface, 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: Nova Micro has $0.04/1M input tokens and Phi-4 Mini Flash Reasoning has no token price sourced yet. Provider availability is 2 tracked routes versus 1. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose Nova Micro when provider fit and broader provider choice are central to the workload. Choose Phi-4 Mini Flash Reasoning when reasoning depth are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency. For teams standardizing a stack, that distinction is often the difference between a benchmark win and a reliable deployment.

FAQ

Which has a larger context window, Nova Micro or Phi-4 Mini Flash Reasoning?

Nova Micro supports 128k tokens, while Phi-4 Mini Flash 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 Nova Micro or Phi-4 Mini Flash Reasoning open source?

Nova Micro is listed under Proprietary. Phi-4 Mini Flash 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 reasoning mode, Nova Micro or Phi-4 Mini Flash Reasoning?

Phi-4 Mini Flash Reasoning has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for structured outputs, Nova Micro or Phi-4 Mini Flash Reasoning?

Nova Micro has the clearer documented structured outputs signal in this comparison. If structured outputs is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Nova Micro and Phi-4 Mini Flash Reasoning?

Nova Micro is available on OpenRouter and AWS Bedrock. Phi-4 Mini Flash Reasoning is available on NVIDIA NIM. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

When should I pick Nova Micro over Phi-4 Mini Flash Reasoning?

Phi-4 Mini Flash Reasoning is safer overall; choose Nova Micro when provider fit matters. If your workload also depends on provider fit, start with Nova Micro; if it depends on reasoning depth, run the same evaluation with Phi-4 Mini Flash Reasoning.

Continue comparing

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