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Comparison · 2 models · Updated Nov 2, 2026

Phi-4-multimodal-instruct vs Nova Micro

Phi-4-multimodal-instruct comes out ahead, 72 to 62 on our weighted score, though Nova Micro is 23% cheaper per token.

  1. Our pick

    Microsoft

    Phi-4-multimodal-instruct

    Released Feb 26, 2025

    72/100
    • ECI—
    • Price$0.07 / $0.11
    • Context131K
  2. Amazon

    Nova Micro

    Released Dec 3, 2024

    62/100
    • ECI—
    • Price$0.035 / $0.14
    • Context128K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Phi-4-multimodal-instruct is our pick

Phi-4-multimodal-instruct is the better all-round choice, scoring 72/100 against Nova Micro (62). It leads on inputs & features. Nova Micro wins on price. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceNova MicroNova Micro $0.061 · Phi-4-multimodal-instruct $0.08 per 1M tokens (3:1 blend)
  • Longest contextPhi-4-multimodal-instructPhi-4-multimodal-instruct 131,072 · Nova Micro 128,000 tokens
  • Widest inputsPhi-4-multimodal-instructPhi-4-multimodal-instruct: Text, Images, Audio · Nova Micro: Text
  • Self-hostingPhi-4-multimodal-instructPublishes downloadable weights (MIT)
How the score is built
MeasureWeightPhi-4-multimodal-instructNova Micro
Price50%98100
Inputs & features30%6025
Context window20%2524
Overall100%72/10062/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Phi-4-multimodal-instruct vs Nova Micro specifications side by side
SpecificationPhi-4-multimodal-instructMicrosoftNova MicroAmazon
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.07$0.035 (best)
Output$0.11 (best)$0.14
Cached input—$0.0088
Blended (3:1)$0.08$0.061 (best)
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersOfficial Amazon Bedrock API
Limits
Context window131,072 tokens (best)128,000 tokens
Max output131,072 tokens (best)10,000 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsNoNo
AudioYesNo
VideoNoNo
ReasoningNoNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenMITProprietary
API model ID—amazon.nova-micro-v1:0
API providers18 (best)
ReleasedFeb 26, 2025Dec 3, 2024
Knowledge cutoffJun 2024Oct 2024
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Phi-4-multimodal-instruct$0.92
  • Nova Micro$0.63
04 — Questions

Which should you choose?

Which is better: Phi-4-multimodal-instruct or Nova Micro?

Phi-4-multimodal-instruct is the better all-round choice, scoring 72/100 against Nova Micro (62). It leads on inputs & features. Nova Micro wins on price. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Phi-4-multimodal-instruct or Nova Micro?

Nova Micro is cheaper at $0.035 input / $0.14 output per million tokens (official Amazon Bedrock API price). Phi-4-multimodal-instruct costs $0.07 input / $0.11 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.061 per million tokens for Nova Micro versus $0.08 for Phi-4-multimodal-instruct (1.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Phi-4-multimodal-instruct has not been scored yet and Nova Micro has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Phi-4-multimodal-instruct and Nova Micro yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Phi-4-multimodal-instruct has the largest context window at 131,072 tokens, against 128,000 for Nova Micro. Maximum output per response: Phi-4-multimodal-instruct up to 131,072, Nova Micro up to 10,000 tokens.

Which can read images, PDFs, audio or video?

Phi-4-multimodal-instruct accepts text, images and audio; Nova Micro accepts text. Phi-4-multimodal-instruct handles the widest range of inputs.

Are any of these open source?

Phi-4-multimodal-instruct publishes its weights (MIT) and can be self-hosted; Nova Micro is proprietary.

Which is newer?

Phi-4-multimodal-instruct is the newest, released Feb 26, 2025. Nova Micro came out Dec 3, 2024. Knowledge cutoff: Phi-4-multimodal-instruct Jun 2024, Nova Micro Oct 2024.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.