ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Magistral Medium vs Nova Lite vs Phi-4-mini

Nova Lite comes out ahead, 77 to 58 and 30 on our weighted score, and it is the cheaper option too.

  1. Mistral AI

    Magistral Medium

    Released Mar 17, 2025

    30/100
    • ECI—
    • Price$2.00 / $5.00
    • Context128K
  2. Our pick

    Amazon

    Nova Lite

    Released Dec 3, 2024

    77/100
    • ECI—
    • Price$0.06 / $0.24
    • Context300K
  3. Microsoft

    Phi-4-mini

    Released Dec 11, 2024

    58/100
    • ECI—
    • Price$0.075 / $0.30
    • Context128K
01 — Verdict

Nova Lite is our pick

Nova Lite is the better all-round choice, scoring 77/100 against Phi-4-mini (58) and Magistral Medium (30). It leads on price, inputs & features and context window. 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 LiteNova Lite $0.105 · Phi-4-mini $0.131 · Magistral Medium $2.75 per 1M tokens (3:1 blend)
  • Longest contextNova LiteNova Lite 300,000 · Magistral Medium 128,000 · Phi-4-mini 128,000 tokens
  • Widest inputsNova LiteMagistral Medium: Text · Nova Lite: Text, Images, PDFs, Video · Phi-4-mini: Text
  • Self-hostingPhi-4-miniPublishes downloadable weights
How the score is built
MeasureWeightMagistral MediumNova LitePhi-4-mini
Price50%299692
Inputs & features30%357025
Context window20%243924
Overall100%30/10077/10058/100

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.

Magistral Medium vs Nova Lite vs Phi-4-mini specifications side by side
SpecificationMagistral MediumMistral AINova LiteAmazonPhi-4-miniMicrosoft
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$2.00$0.06 (best)$0.075
Output$5.00$0.24 (best)$0.30
Cached input—$0.015—
Blended (3:1)$2.75$0.105 (best)$0.131
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Mistral APIOfficial Amazon Bedrock APIOfficial Azure API
Limits
Context window128,000 tokens300,000 tokens (best)128,000 tokens
Max output16,384 tokens (best)10,000 tokens4,096 tokens
Inputs and features
TextYesYesYes
ImagesNoYesNo
PDFsNoYesNo
AudioNoNoNo
VideoNoYesNo
ReasoningYesNoNo
Tool callingYesYesYes
Structured outputNoNoNo
Availability
WeightsProprietaryProprietaryOpen
API model IDmagistral-medium-latestamazon.nova-lite-v1:0phi-4-mini
API providers4 (best)31
ReleasedMar 17, 2025Dec 3, 2024Dec 11, 2024
Knowledge cutoffJun 2025Oct 2024Oct 2023
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.

  • Magistral Medium$30.00
  • Nova Lite$1.08
  • Phi-4-mini$1.35
04 — Questions

Which should you choose?

Which is better: Magistral Medium, Nova Lite or Phi-4-mini?

Nova Lite is the better all-round choice, scoring 77/100 against Phi-4-mini (58) and Magistral Medium (30). It leads on price, inputs & features and context window. 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, Magistral Medium, Nova Lite or Phi-4-mini?

Nova Lite is cheaper at $0.06 input / $0.24 output per million tokens (official Amazon Bedrock API price). Phi-4-mini costs $0.075 input / $0.30 output per million tokens (official Azure API price); Magistral Medium costs $2.00 input / $5.00 output per million tokens (official Mistral API price). At a typical mix of three input tokens to one output token, that is $0.105 per million tokens for Nova Lite versus $0.131 for Phi-4-mini (1.2× as much) and $2.75 for Magistral Medium (26× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Magistral Medium has not been scored yet, Nova Lite has not been scored yet and Phi-4-mini has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Magistral Medium, Nova Lite and Phi-4-mini yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

Which has the bigger context window?

Nova Lite has the largest context window at 300,000 tokens, against 128,000 for Magistral Medium and 128,000 for Phi-4-mini. Maximum output per response: Magistral Medium up to 16,384, Nova Lite up to 10,000, Phi-4-mini up to 4,096 tokens.

Which can read images, PDFs, audio or video?

Magistral Medium accepts text; Nova Lite accepts text, images, PDFs and video; Phi-4-mini accepts text. Nova Lite handles the widest range of inputs.

Are any of these open source?

Phi-4-mini publishes its weights and can be self-hosted; Magistral Medium and Nova Lite is proprietary.

Which is newer?

Magistral Medium is the newest, released Mar 17, 2025. Phi-4-mini came out Dec 11, 2024; Nova Lite came out Dec 3, 2024. Knowledge cutoff: Magistral Medium Jun 2025, Nova Lite Oct 2024, Phi-4-mini Oct 2023.

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 Oct 4, 2026.