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Comparison · 2 models · Updated Oct 4, 2026

Palmyra X4 vs Qwen2.5-VL 72B Instruct

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

  1. Writer

    Palmyra X4

    Released Oct 9, 2024

    25/100
    • ECI—
    • Price$2.50 / $10.00
    • Context128K
  2. Our pick

    Alibaba (Qwen)

    Qwen2.5-VL 72B Instruct

    Released Sep 2024

    30/100
    • ECI—
    • Price$2.80 / $8.40
    • Context131K
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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 InstructPalmyra X4: Text · Qwen2.5-VL 72B Instruct: Text, Images
  • Self-hostingQwen2.5-VL 72B InstructPublishes downloadable weights
How the score is built
MeasureWeightPalmyra X4Qwen2.5-VL 72B Instruct
Price50%1920
Inputs & features30%3550
Context window20%2424
Overall100%25/10030/100

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.

Palmyra X4 vs Qwen2.5-VL 72B Instruct specifications side by side
SpecificationPalmyra X4WriterQwen2.5-VL 72B InstructAlibaba (Qwen)
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$2.50 (best)$2.80
Output$10.00$8.40 (best)
Cached input——
Blended (3:1)$4.38$4.20 (best)
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersOfficial Alibaba API
Limits
Context window128,000 tokens131,072 tokens (best)
Max output4,096 tokens8,192 tokens (best)
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYesNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsProprietaryOpen
API model ID—qwen2-5-vl-72b-instruct
API providers11
ReleasedOct 9, 2024Sep 2024
Knowledge cutoff—Apr 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.

  • Palmyra X4$45.00
  • Qwen2.5-VL 72B Instruct$44.80
04 — Questions

Which should you choose?

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

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, Palmyra X4 or Qwen2.5-VL 72B Instruct?

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. Palmyra X4 has not been scored yet and Qwen2.5-VL 72B Instruct has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Palmyra X4 and Qwen2.5-VL 72B Instruct 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: Palmyra X4 up to 4,096, Qwen2.5-VL 72B Instruct up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Palmyra X4 accepts text; Qwen2.5-VL 72B Instruct accepts text and images. 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.