ZMIME
Comparison · 2 models · Updated Oct 4, 2026

Qwen2.5-VL 7B Instruct vs Nova Lite

Nova Lite comes out ahead, 77 to 51 on our weighted score, and it is the cheaper option too.

  1. Alibaba (Qwen)

    Qwen2.5-VL 7B Instruct

    Released Sep 2024

    51/100
    • ECI—
    • Price$0.35 / $1.05
    • Context131K
    Full specs Remove Qwen2.5-VL 7B Instruct
  2. Our pick

    Amazon

    Nova Lite

    Released Dec 3, 2024

    77/100
    • ECI—
    • Price$0.06 / $0.24
    • Context300K
    Full specs Remove Nova Lite

  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Nova Lite is our pick

Nova Lite is the better all-round choice, scoring 77/100 against Qwen2.5-VL 7B Instruct (51). 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 · Qwen2.5-VL 7B Instruct $0.525 per 1M tokens (3:1 blend)
  • Longest contextNova LiteNova Lite 300,000 · Qwen2.5-VL 7B Instruct 131,072 tokens
  • Widest inputsNova LiteQwen2.5-VL 7B Instruct: Text, Images · Nova Lite: Text, Images, PDFs, Video
  • Self-hostingQwen2.5-VL 7B InstructPublishes downloadable weights
How the score is built
MeasureWeightQwen2.5-VL 7B InstructNova Lite
Price50%6396
Inputs & features30%5070
Context window20%2439
Overall100%51/10077/100

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.

Qwen2.5-VL 7B Instruct vs Nova Lite specifications side by side
SpecificationQwen2.5-VL 7B InstructAlibaba (Qwen)Nova LiteAmazon
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.35$0.06 (best)
Output$1.05$0.24 (best)
Cached input—$0.015
Blended (3:1)$0.525$0.105 (best)
Long-context rateSame rateSame rate
Price sourceOfficial Alibaba APIOfficial Amazon Bedrock API
Limits
Context window131,072 tokens300,000 tokens (best)
Max output8,192 tokens10,000 tokens (best)
Inputs and features
TextYesYes
ImagesYesYes
PDFsNoYes
AudioNoNo
VideoNoYes
ReasoningNoNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenProprietary
API model IDqwen2-5-vl-7b-instructamazon.nova-lite-v1:0
API providers13 (best)
ReleasedSep 2024Dec 3, 2024
Knowledge cutoffApr 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.

  • Qwen2.5-VL 7B Instruct$5.60
  • Nova Lite$1.08
04 — Questions

Which should you choose?

Which is better: Qwen2.5-VL 7B Instruct or Nova Lite?

Nova Lite is the better all-round choice, scoring 77/100 against Qwen2.5-VL 7B Instruct (51). 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, Qwen2.5-VL 7B Instruct or Nova Lite?

Nova Lite is cheaper at $0.06 input / $0.24 output per million tokens (official Amazon Bedrock API price). Qwen2.5-VL 7B Instruct costs $0.35 input / $1.05 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 $0.525 for Qwen2.5-VL 7B Instruct (5× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Qwen2.5-VL 7B Instruct has not been scored yet and Nova Lite has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Qwen2.5-VL 7B Instruct and Nova Lite 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?

Nova Lite has the largest context window at 300,000 tokens, against 131,072 for Qwen2.5-VL 7B Instruct. Maximum output per response: Qwen2.5-VL 7B Instruct up to 8,192, Nova Lite up to 10,000 tokens.

Which can read images, PDFs, audio or video?

Qwen2.5-VL 7B Instruct accepts text and images; Nova Lite accepts text, images, PDFs and video. Nova Lite handles the widest range of inputs.

Are any of these open source?

Qwen2.5-VL 7B Instruct publishes its weights and can be self-hosted; Nova Lite is proprietary.

Which is newer?

Nova Lite is the newest, released Dec 3, 2024. Qwen2.5-VL 7B Instruct came out Sep 2024. Knowledge cutoff: Qwen2.5-VL 7B Instruct Apr 2024, Nova Lite 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 Oct 4, 2026.

05 — Keep comparing

Related comparisons