ZMIME
Comparison · 3 models · Updated Nov 2, 2026

Palmyra X4 vs Vision Large vs Command R+

Vision Large comes out ahead, 42 to 25 and 25 on our weighted score, though Palmyra X4 is 2.5× cheaper per token.

  1. Writer

    Palmyra X4

    Released Oct 9, 2024

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

    Vispark

    Vision Large

    Released May 15, 2024

    42/100
    • ECI—
    • Price$7.37 / $22.11
    • Context1M
  3. Cohere

    Command R+

    Released Aug 30, 2024

    25/100
    • ECI—
    • Price$2.50 / $10.00
    • Context128K
01 — Verdict

Vision Large is our pick

Vision Large is the better all-round choice, scoring 42/100 against Palmyra X4 (25) and Command R+ (25). It leads on 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 pricePalmyra X4 and Command R+Palmyra X4 $4.38 · Command R+ $4.38 · Vision Large $11.05 per 1M tokens (3:1 blend)
  • Longest contextVision LargeVision Large 1,000,000 · Palmyra X4 128,000 · Command R+ 128,000 tokens
  • Widest inputsVision LargePalmyra X4: Text · Vision Large: Text, Images, PDFs, Audio, Video · Command R+: Text
  • Self-hostingCommand R+Publishes downloadable weights
How the score is built
MeasureWeightPalmyra X4Vision LargeCommand R+
Price50%19019
Inputs & features30%3510035
Context window20%246024
Overall100%25/10042/10025/100

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.

Palmyra X4 vs Vision Large vs Command R+ specifications side by side
SpecificationPalmyra X4WriterVision LargeVisparkCommand R+Cohere
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$2.50 (best)$7.37$2.50 (best)
Output$10.00 (best)$22.11$10.00 (best)
Cached input———
Blended (3:1)$4.38 (best)$11.05$4.38 (best)
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 2 providersOfficial Vispark APIOfficial Cohere API
Limits
Context window128,000 tokens1,000,000 tokens (best)128,000 tokens
Max output4,096 tokens65,536 tokens (best)4,000 tokens
Inputs and features
TextYesYesYes
ImagesNoYesNo
PDFsNoYesNo
AudioNoYesNo
VideoNoYesNo
ReasoningYesYesNo
Tool callingYesYesYes
Structured outputNoYesYes
Availability
WeightsProprietaryProprietaryOpen
API model ID—vispark/vision-largecommand-r-plus-08-2024
API providers218 (best)
ReleasedOct 9, 2024May 15, 2024Aug 30, 2024
Knowledge cutoff——Jun 1, 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
  • Vision Large$117.92
  • Command R+$45.00
04 — Questions

Which should you choose?

Which is better: Palmyra X4, Vision Large or Command R+?

Vision Large is the better all-round choice, scoring 42/100 against Palmyra X4 (25) and Command R+ (25). It leads on 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, Palmyra X4, Vision Large or Command R+?

Palmyra X4 is cheaper at $2.50 input / $10.00 output per million tokens (median across 2 API providers). Command R+ costs $2.50 input / $10.00 output per million tokens (official Cohere API price); 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 $4.38 for Command R+ (1× as much) and $11.05 for Vision Large (2.5× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Palmyra X4 has not been scored yet, Vision Large has not been scored yet and Command R+ has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Palmyra X4, Vision Large and Command R+ yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

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 128,000 for Command R+. Maximum output per response: Palmyra X4 up to 4,096, Vision Large up to 65,536, Command R+ up to 4,000 tokens.

Which can read images, PDFs, audio or video?

Palmyra X4 accepts text; Vision Large accepts text, images, PDFs, audio and video; Command R+ accepts text. Vision Large handles the widest range of inputs.

Are any of these open source?

Command R+ publishes its weights and can be self-hosted; Palmyra X4 and Vision Large is proprietary.

Which is newer?

Palmyra X4 is the newest, released Oct 9, 2024. Command R+ came out Aug 30, 2024; Vision Large came out May 15, 2024. Knowledge cutoff: Command R+ Jun 1, 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.