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Ministral 8B vs o4

A complete head-to-head: pricing, context window, benchmarks, modality coverage, and openness, with a programmatic verdict synthesized from the underlying data.

Updated

Ministral 8B specs · o4 specs
Verdict by category
  • PriceTie

    Neither model publishes per-token API pricing.

  • Context windowo4

    o4 accepts 200K tokens vs 128K, 1.6× the room for long documents and codebases.

  • BenchmarksTie

    No directly comparable public benchmarks are available for both models, check the spec sheets for individual scores.

  • Modalitieso4

    o4 supports 2 modalities (text, vision) vs 1 for Ministral 8B.

  • OpennessMinistral 8B

    Ministral 8B ships open weights (Mistral Research License); o4 is API-only.

On balance o4 edges ahead, winning 2 of 5 categories against Ministral 8B's 1. Neither model publishes per-token API pricing. o4 accepts 200K tokens vs 128K, 1.6× the room for long documents and codebases.

No directly comparable public benchmarks are available for both models, check the spec sheets for individual scores. They differ in modality coverage, Ministral 8B handles text while o4 handles text, vision, which can be the deciding factor before you even look at benchmarks. Ministral 8B ships open weights (Mistral Research License); o4 is API-only.

o4 is the newer of the two, released 14 months after Ministral 8B, which usually means a more recent knowledge cutoff and updated safety post-training. Ministral 8B is usually picked for edge deployment and on device workloads, while o4 sees more deployments in reasoning and math. If pricing matters more than every last benchmark point, run the numbers in the calculator below before committing.

Side-by-side specs

SpecMinistral 8Bo4
ProviderMistralOpenAI
ReleasedOct 2024Dec 2025
Modalitiestexttext, vision
Context window128K tokens200K tokens
Max output,,
Input · 1MPricing not publishedPricing not published
Output · 1MPricing not publishedPricing not published
Knowledge cutoff,,
Open weightsYes (Mistral Research License)No
API availableYesYes

Pricing at scale

What you'd actually pay at typical workloads. Numbers come from each model's published per-million-token rates.

  • Light usage, 100k in / 50k out per day, vs ,
  • Heavy usage, 1M in / 500k out per day, vs ,
  • RAG workload, 5M in / 200k out per day, vs ,

Light usage, 100k in / 50k out per day: pricing not directly comparable (one or both models are missing public per-token rates). Heavy usage, 1M in / 500k out per day: pricing not directly comparable (one or both models are missing public per-token rates). RAG workload, 5M in / 200k out per day: pricing not directly comparable (one or both models are missing public per-token rates).

Price calculator

Estimated spend for the listed models at your usage. Numbers are derived from each model's published per-million-token rates.

  • Ministral 8BPricing unavailable
  • o4Pricing unavailable

Benchmarks compared

Only sourced numbers. Where a benchmark is missing for one model we show the available value rather than fabricating the other.

Benchmark scores not yet available. We only publish numbers we can source from official model cards or independent leaderboards, see methodology.
Pick Ministral 8B if

Ministral 8B fits when…

  • Edge-optimized
  • Strong 8B-class quality
  • Self-hosting and on-prem requirements, open weights (Mistral Research License).
Pick o4 if

o4 fits when…

  • Exceptional performance on hard math and reasoning benchmarks
  • Good at multi-step planning and verification
  • Strong scientific reasoning
  • Long-context tasks, handles 200K tokens vs 128K for Ministral 8B.
  • Multimodal needs covering vision.
Don't want either?

Consider Mistral Large 2

Mistral's flagship API model, strong on code and reasoning, EU-friendly hosting.

See Mistral Large 2 specsMinistral 8B vs Mistral Large 2o4 vs Mistral Large 2

Frequently asked

  • Is Ministral 8B or o4 cheaper?
    Per-token pricing isn't published for at least one of these models, check each model's spec page for current rates.
  • Which has the larger context window?
    o4 accepts 200K tokens vs 128K for Ministral 8B.
  • Is Ministral 8B or o4 better for coding?
    Both Ministral 8B and o4 are competitive on coding benchmarks. See each model's individual spec page for HumanEval and SWE-bench scores where published. For an opinionated pick, consult our Best LLM for Coding ranking.
  • Are either of these models open source?
    Ministral 8B ships open weights (Mistral Research License). o4 is API-only.
  • When were Ministral 8B and o4 released?
    Ministral 8B was released by Mistral on 2024-10-16. o4 was released by OpenAI on 2025-12-15.
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