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Comparison · 2 models · Updated Oct 4, 2026

Qwen2.5-VL 72B Instruct vs Palmyra X4

Qwen2.5-VL 72B Instruct comes out ahead, 30 to 25 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Alibaba (Qwen)

    Qwen2.5-VL 72B Instruct

    Released Sep 2024

    30/100
    • ECI—
    • Price$2.80 / $8.40
    • Context131K
  2. Writer

    Palmyra X4

    Released Oct 9, 2024

    25/100
    • ECI—
    • Price$2.50 / $10.00
    • Context128K
  3. Add a model

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01 — Verdict

Qwen2.5-VL 72B Instruct is our pick

Qwen2.5-VL 72B Instruct is the better all-round choice, scoring 30/100 against Palmyra X4 (25). It leads on inputs & features. 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 priceQwen2.5-VL 72B InstructQwen2.5-VL 72B Instruct $4.20 · Palmyra X4 $4.38 per 1M tokens (3:1 blend)
  • Longest contextQwen2.5-VL 72B InstructQwen2.5-VL 72B Instruct 131,072 · Palmyra X4 128,000 tokens
  • Widest inputsQwen2.5-VL 72B InstructQwen2.5-VL 72B Instruct: Text, Images · Palmyra X4: Text
  • Self-hostingQwen2.5-VL 72B InstructPublishes downloadable weights
How the score is built
MeasureWeightQwen2.5-VL 72B InstructPalmyra X4
Price50%2019
Inputs & features30%5035
Context window20%2424
Overall100%30/10025/100

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 72B Instruct vs Palmyra X4 specifications side by side
SpecificationQwen2.5-VL 72B InstructAlibaba (Qwen)Palmyra X4Writer
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$2.80$2.50 (best)
Output$8.40 (best)$10.00
Cached input——
Blended (3:1)$4.20 (best)$4.38
Long-context rateSame rateSame rate
Price sourceOfficial Alibaba APIMedian of 1 providers
Limits
Context window131,072 tokens (best)128,000 tokens
Max output8,192 tokens (best)4,096 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoYes
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenProprietary
API model IDqwen2-5-vl-72b-instruct—
API providers11
ReleasedSep 2024Oct 9, 2024
Knowledge cutoffApr 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 72B Instruct$44.80
  • Palmyra X4$45.00
04 — Questions

Which should you choose?

Which is better: Qwen2.5-VL 72B Instruct or Palmyra X4?

Qwen2.5-VL 72B Instruct is the better all-round choice, scoring 30/100 against Palmyra X4 (25). It leads on inputs & features. 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 72B Instruct or Palmyra X4?

Qwen2.5-VL 72B Instruct is cheaper at $2.80 input / $8.40 output per million tokens (official Alibaba API price). Palmyra X4 costs $2.50 input / $10.00 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $4.20 per million tokens for Qwen2.5-VL 72B Instruct versus $4.38 for Palmyra X4 (1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Qwen2.5-VL 72B Instruct has not been scored yet and Palmyra X4 has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Qwen2.5-VL 72B Instruct and Palmyra X4 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?

Qwen2.5-VL 72B Instruct has the largest context window at 131,072 tokens, against 128,000 for Palmyra X4. Maximum output per response: Qwen2.5-VL 72B Instruct up to 8,192, Palmyra X4 up to 4,096 tokens.

Which can read images, PDFs, audio or video?

Qwen2.5-VL 72B Instruct accepts text and images; Palmyra X4 accepts text. Qwen2.5-VL 72B Instruct handles the widest range of inputs.

Are any of these open source?

Qwen2.5-VL 72B Instruct publishes its weights and can be self-hosted; Palmyra X4 is proprietary.

Which is newer?

Palmyra X4 is the newest, released Oct 9, 2024. Qwen2.5-VL 72B Instruct came out Sep 2024. Knowledge cutoff: Qwen2.5-VL 72B Instruct Apr 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.