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Comparison · 3 models · Updated Nov 2, 2026

Vision Large vs Palmyra X4 vs Codestral-22B-v0.1

Vision Large comes out ahead, 84 to 31 and 0 on our weighted score, though Palmyra X4 is 2.5× cheaper per token.

  1. Our pick

    Vispark

    Vision Large

    Released May 15, 2024

    84/100
    • ECI—
    • Price$7.37 / $22.11
    • Context1M
  2. Writer

    Palmyra X4

    Released Oct 9, 2024

    31/100
    • ECI—
    • Price$2.50 / $10.00
    • Context128K
  3. Mistral AI

    Codestral-22B-v0.1

    Released May 29, 2024

    0/100
    • ECI—
    • Price—
    • Context33K
01 — Verdict

Vision Large is our pick

Vision Large is the better all-round choice, scoring 84/100 against Palmyra X4 (31) and Codestral-22B-v0.1 (0). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. 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 pricePalmyra X4Palmyra X4 $4.38 · Vision Large $11.05 per 1M tokens (3:1 blend) · Codestral-22B-v0.1 unpriced
  • Longest contextVision LargeVision Large 1,000,000 · Palmyra X4 128,000 · Codestral-22B-v0.1 32,768 tokens
  • Widest inputsVision LargeVision Large: Text, Images, PDFs, Audio, Video · Palmyra X4: Text · Codestral-22B-v0.1: Text
  • Self-hostingCodestral-22B-v0.1Publishes downloadable weights (Mistral AI Non-Production License)
How the score is built
MeasureWeightVision LargePalmyra X4Codestral-22B-v0.1
Inputs & features60%100350
Context window40%60240
Overall100%84/10031/1000/100

Left out because at least one model lacks the data: capability and price. 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.

Vision Large vs Palmyra X4 vs Codestral-22B-v0.1 specifications side by side
SpecificationVision LargeVisparkPalmyra X4WriterCodestral-22B-v0.1Mistral AI
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$7.37$2.50 (best)—
Output$22.11$10.00 (best)—
Cached input———
Blended (3:1)$11.05$4.38 (best)—
Long-context rateSame rateSame rate—
Price sourceOfficial Vispark APIMedian of 2 providers—
Limits
Context window1,000,000 tokens (best)128,000 tokens32,768 tokens
Max output65,536 tokens (best)4,096 tokens8,192 tokens
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsYesNoNo
AudioYesNoNo
VideoYesNoNo
ReasoningYesYesNo
Tool callingYesYesNo
Structured outputYesNoNo
Availability
WeightsProprietaryProprietaryOpenMistral AI Non-Production License
API model IDvispark/vision-large——
API providers12 (best)—
ReleasedMay 15, 2024Oct 9, 2024May 29, 2024
Knowledge cutoff———
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.

  • Vision Large$117.92
  • Palmyra X4$45.00
  • Codestral-22B-v0.1—
04 — Questions

Which should you choose?

Which is better: Vision Large, Palmyra X4 or Codestral-22B-v0.1?

Vision Large is the better all-round choice, scoring 84/100 against Palmyra X4 (31) and Codestral-22B-v0.1 (0). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Vision Large, Palmyra X4 or Codestral-22B-v0.1?

Palmyra X4 is cheaper at $2.50 input / $10.00 output per million tokens (median across 2 API providers). Vision Large costs $7.37 input / $22.11 output per million tokens (official Vispark API price). At a typical mix of three input tokens to one output token, that is $4.38 per million tokens for Palmyra X4 versus $11.05 for Vision Large (2.5× as much). Codestral-22B-v0.1 has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Vision Large has not been scored yet, Palmyra X4 has not been scored yet and Codestral-22B-v0.1 has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Vision Large, Palmyra X4 and Codestral-22B-v0.1 yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Codestral-22B-v0.1 does not support tool calling, which most coding agents need.

Which has the bigger context window?

Vision Large has the largest context window at 1,000,000 tokens, against 128,000 for Palmyra X4 and 32,768 for Codestral-22B-v0.1. Maximum output per response: Vision Large up to 65,536, Palmyra X4 up to 4,096, Codestral-22B-v0.1 up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Vision Large accepts text, images, PDFs, audio and video; Palmyra X4 accepts text; Codestral-22B-v0.1 accepts text. Vision Large handles the widest range of inputs.

Are any of these open source?

Codestral-22B-v0.1 publishes its weights (Mistral AI Non-Production License) and can be self-hosted; Vision Large and Palmyra X4 is proprietary.

Which is newer?

Palmyra X4 is the newest, released Oct 9, 2024. Codestral-22B-v0.1 came out May 29, 2024; Vision Large came out May 15, 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 Nov 2, 2026.