ZMIME
Comparison · 2 models · Updated Oct 4, 2026

Vision Medium vs Codestral

Vision Medium comes out ahead, 84 to 29 on our weighted score.

  1. Our pick

    Vispark

    Vision Medium

    Released May 15, 2024

    84/100
    • ECI—
    • Price—
    • Context1M
  2. Mistral AI

    Codestral

    Released May 29, 2024

    29/100
    • ECI—
    • Price$0.30 / $0.90
    • Context256K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Vision Medium is our pick

Vision Medium is the better all-round choice, scoring 84/100 against Codestral (29). 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 priceCodestralCodestral $0.45 per 1M tokens (3:1 blend) · Vision Medium unpriced
  • Longest contextVision MediumVision Medium 1,000,000 · Codestral 256,000 tokens
  • Widest inputsVision MediumVision Medium: Text, Images, PDFs, Audio, Video · Codestral: Text
  • Self-hostingCodestralPublishes downloadable weights
How the score is built
MeasureWeightVision MediumCodestral
Inputs & features60%10025
Context window40%6036
Overall100%84/10029/100

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 Medium vs Codestral specifications side by side
SpecificationVision MediumVisparkCodestralMistral AI
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input—$0.30
Output—$0.90
Cached input—$0.03
Blended (3:1)—$0.45
Long-context rate—Same rate
Price source—Official Mistral API
Limits
Context window1,000,000 tokens (best)256,000 tokens
Max output65,536 tokens (best)4,096 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsYesNo
AudioYesNo
VideoYesNo
ReasoningYesNo
Tool callingYesYes
Structured outputYesNo
Availability
WeightsProprietaryOpen
API model ID—codestral-latest
API providers—3
ReleasedMay 15, 2024May 29, 2024
Knowledge cutoff—Oct 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.

  • Vision Medium—
  • Codestral$4.80
04 — Questions

Which should you choose?

Which is better: Vision Medium or Codestral?

Vision Medium is the better all-round choice, scoring 84/100 against Codestral (29). 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 Medium or Codestral?

Codestral is cheaper at $0.30 input / $0.90 output per million tokens (official Mistral API price). . At a typical mix of three input tokens to one output token, that is $0.45 per million tokens for Codestral versus . Vision Medium has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Vision Medium has not been scored yet and Codestral has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Vision Medium and Codestral 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?

Vision Medium has the largest context window at 1,000,000 tokens, against 256,000 for Codestral. Maximum output per response: Vision Medium up to 65,536, Codestral up to 4,096 tokens.

Which can read images, PDFs, audio or video?

Vision Medium accepts text, images, PDFs, audio and video; Codestral accepts text. Vision Medium handles the widest range of inputs.

Are any of these open source?

Codestral publishes its weights and can be self-hosted; Vision Medium is proprietary.

Which is newer?

Codestral is the newest, released May 29, 2024. Vision Medium came out May 15, 2024. Knowledge cutoff: Codestral Oct 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.