ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Nova Lite vs Qwen-MT Turbo vs Phi-4-mini

Nova Lite comes out ahead, 77 to 58 and 40 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Amazon

    Nova Lite

    Released Dec 3, 2024

    77/100
    • ECI—
    • Price$0.06 / $0.24
    • Context300K
  2. Alibaba (Qwen)

    Qwen-MT Turbo

    Released Jan 2025

    40/100
    • ECI—
    • Price$0.16 / $0.49
    • Context16K
  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 Qwen-MT Turbo (40). 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 · Qwen-MT Turbo $0.242 per 1M tokens (3:1 blend)
  • Longest contextNova LiteNova Lite 300,000 · Phi-4-mini 128,000 · Qwen-MT Turbo 16,384 tokens
  • Widest inputsNova LiteNova Lite: Text, Images, PDFs, Video · Qwen-MT Turbo: Text · Phi-4-mini: Text
  • Self-hostingPhi-4-miniPublishes downloadable weights
How the score is built
MeasureWeightNova LiteQwen-MT TurboPhi-4-mini
Price50%967992
Inputs & features30%70025
Context window20%39024
Overall100%77/10040/10058/100

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.

Nova Lite vs Qwen-MT Turbo vs Phi-4-mini specifications side by side
SpecificationNova LiteAmazonQwen-MT TurboAlibaba (Qwen)Phi-4-miniMicrosoft
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.06 (best)$0.16$0.075
Output$0.24 (best)$0.49$0.30
Cached input$0.015——
Blended (3:1)$0.105 (best)$0.242$0.131
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Amazon Bedrock APIOfficial Alibaba APIOfficial Azure API
Limits
Context window300,000 tokens (best)16,384 tokens128,000 tokens
Max output10,000 tokens (best)8,192 tokens4,096 tokens
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsYesNoNo
AudioNoNoNo
VideoYesNoNo
ReasoningNoNoNo
Tool callingYesNoYes
Structured outputNoNoNo
Availability
WeightsProprietaryProprietaryOpen
API model IDamazon.nova-lite-v1:0qwen-mt-turbophi-4-mini
API providers3 (best)11
ReleasedDec 3, 2024Jan 2025Dec 11, 2024
Knowledge cutoffOct 2024Apr 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.

  • Nova Lite$1.08
  • Qwen-MT Turbo$2.58
  • Phi-4-mini$1.35
04 — Questions

Which should you choose?

Which is better: Nova Lite, Qwen-MT Turbo or Phi-4-mini?

Nova Lite is the better all-round choice, scoring 77/100 against Phi-4-mini (58) and Qwen-MT Turbo (40). 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, Nova Lite, Qwen-MT Turbo 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); Qwen-MT Turbo costs $0.16 input / $0.49 output per million tokens (official Alibaba 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 $0.242 for Qwen-MT Turbo (2.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Nova Lite has not been scored yet, Qwen-MT Turbo 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 Nova Lite, Qwen-MT Turbo and Phi-4-mini yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Qwen-MT Turbo does not support tool calling, which most coding agents need.

Which has the bigger context window?

Nova Lite has the largest context window at 300,000 tokens, against 128,000 for Phi-4-mini and 16,384 for Qwen-MT Turbo. Maximum output per response: Nova Lite up to 10,000, Qwen-MT Turbo up to 8,192, Phi-4-mini up to 4,096 tokens.

Which can read images, PDFs, audio or video?

Nova Lite accepts text, images, PDFs and video; Qwen-MT Turbo accepts text; 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; Nova Lite and Qwen-MT Turbo is proprietary.

Which is newer?

Qwen-MT Turbo is the newest, released Jan 2025. Phi-4-mini came out Dec 11, 2024; Nova Lite came out Dec 3, 2024. Knowledge cutoff: Nova Lite Oct 2024, Qwen-MT Turbo Apr 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.