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Comparison · 2 models · Updated Oct 4, 2026

o1-pro vs Magistral Medium

Too close to call on our weighted score (Magistral Medium 30, o1-pro 27). The right pick depends on what you value most.

  1. OpenAI

    o1-pro

    Released Mar 19, 2025Deprecated

    27/100
    • ECI—
    • Price$150.00 / $600.00
    • Context200K
  2. Mistral AI

    Magistral Medium

    Released Mar 17, 2025

    30/100
    • ECI—
    • Price$2.00 / $5.00
    • Context128K
  3. Add a model

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01 — Verdict

Too close to call

It is close. Our weighted score puts them within 2 points (Magistral Medium 30/100, o1-pro 27/100), so choose by what matters most for your work: Magistral Medium on price and o1-pro for long inputs. 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 priceMagistral MediumMagistral Medium $2.75 · o1-pro $262.50 per 1M tokens (3:1 blend)
  • Longest contexto1-proo1-pro 200,000 · Magistral Medium 128,000 tokens
  • Widest inputso1-proo1-pro: Text, Images · Magistral Medium: Text
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeighto1-proMagistral Medium
Price50%029
Inputs & features30%7035
Context window20%3224
Overall100%27/10030/100

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.

o1-pro vs Magistral Medium specifications side by side
Specificationo1-proOpenAIMagistral MediumMistral AI
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$150.00$2.00 (best)
Output$600.00$5.00 (best)
Cached input——
Blended (3:1)$262.50$2.75 (best)
Long-context rateSame rateSame rate
Price sourceOfficial OpenAI APIOfficial Mistral API
Limits
Context window200,000 tokens (best)128,000 tokens
Max output100,000 tokens (best)16,384 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYeslow · medium · highYes
Tool callingYesYes
Structured outputYesNo
Availability
WeightsProprietaryProprietary
API model IDo1-promagistral-medium-latest
API providers5 (best)4
ReleasedMar 19, 2025Mar 17, 2025
Knowledge cutoffSep 2023Jun 2025
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.

  • o1-pro$2,700
  • Magistral Medium$30.00
04 — Questions

Which should you choose?

Which is better: o1-pro or Magistral Medium?

It is close. Our weighted score puts them within 2 points (Magistral Medium 30/100, o1-pro 27/100), so choose by what matters most for your work: Magistral Medium on price and o1-pro for long inputs. 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, o1-pro or Magistral Medium?

Magistral Medium is cheaper at $2.00 input / $5.00 output per million tokens (official Mistral API price). o1-pro costs $150.00 input / $600.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $2.75 per million tokens for Magistral Medium versus $262.50 for o1-pro (95× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. o1-pro has not been scored yet and Magistral Medium has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for o1-pro and Magistral Medium 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?

o1-pro has the largest context window at 200,000 tokens, against 128,000 for Magistral Medium. Maximum output per response: o1-pro up to 100,000, Magistral Medium up to 16,384 tokens.

Which can read images, PDFs, audio or video?

o1-pro accepts text and images; Magistral Medium accepts text. o1-pro handles the widest range of inputs.

Are any of these open source?

No. o1-pro and Magistral Medium are proprietary and only available through APIs and apps.

Which is newer?

o1-pro is the newest, released Mar 19, 2025. Magistral Medium came out Mar 17, 2025. Knowledge cutoff: o1-pro Sep 2023, Magistral Medium Jun 2025.

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.