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Comparison · 2 models · Updated Nov 2, 2026

Palmyra X4 vs Codestral-22B-v0.1

Palmyra X4 comes out ahead, 31 to 0 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Writer

    Palmyra X4

    Released Oct 9, 2024

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

    Codestral-22B-v0.1

    Released May 29, 2024

    0/100
    • ECI—
    • Price—
    • Context33K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Palmyra X4 is our pick

Palmyra X4 is the better all-round choice, scoring 31/100 against 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 per 1M tokens (3:1 blend) · Codestral-22B-v0.1 unpriced
  • Longest contextPalmyra X4Palmyra X4 128,000 · Codestral-22B-v0.1 32,768 tokens
  • Widest inputsSame inputsPalmyra X4: Text · Codestral-22B-v0.1: Text
  • Self-hostingCodestral-22B-v0.1Publishes downloadable weights (Mistral AI Non-Production License)
How the score is built
MeasureWeightPalmyra X4Codestral-22B-v0.1
Inputs & features60%350
Context window40%240
Overall100%31/1000/100

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.

Palmyra X4 vs Codestral-22B-v0.1 specifications side by side
SpecificationPalmyra X4WriterCodestral-22B-v0.1Mistral AI
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$2.50—
Output$10.00—
Cached input——
Blended (3:1)$4.38—
Long-context rateSame rate—
Price sourceMedian of 2 providers—
Limits
Context window128,000 tokens (best)32,768 tokens
Max output4,096 tokens8,192 tokens (best)
Inputs and features
TextYesYes
ImagesNoNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYesNo
Tool callingYesNo
Structured outputNoNo
Availability
WeightsProprietaryOpenMistral AI Non-Production License
API model ID——
API providers2—
ReleasedOct 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.

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

Which should you choose?

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

Palmyra X4 is the better all-round choice, scoring 31/100 against 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, 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). . At a typical mix of three input tokens to one output token, that is $4.38 per million tokens for Palmyra X4 versus . Codestral-22B-v0.1 has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers both models 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 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?

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

Which can read images, PDFs, audio or video?

Palmyra X4 accepts text; Codestral-22B-v0.1 accepts text. They handle the same number of input types.

Are any of these open source?

Codestral-22B-v0.1 publishes its weights (Mistral AI Non-Production License) and can be self-hosted; 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.

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.