o3-mini 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
o3-mini specs · o4 specs- Priceo3-mini
o3-mini publishes pricing ($4.40 / 1M output tokens) while o4 does not.
- Context windowTie
Both ship a 200K-token context window.
- 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 o3-mini.
- OpennessTie
Both are closed-weight, API-only.
It's a genuine coin-flip between o3-mini and o4: 1 category wins each, with the rest tied. o3-mini publishes pricing ($4.40 / 1M output tokens) while o4 does not. Both ship a 200K-token context window.
No directly comparable public benchmarks are available for both models, check the spec sheets for individual scores. They differ in modality coverage, o3-mini handles text while o4 handles text, vision, which can be the deciding factor before you even look at benchmarks. Both are closed-weight, API-only.
o4 is the newer of the two, released 11 months after o3-mini, which usually means a more recent knowledge cutoff and updated safety post-training. o3-mini is usually picked for reasoning and math 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
| Spec | o3-mini | o4 |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Released | Jan 2025 | Dec 2025 |
| Modalities | text | text, vision |
| Context window | 200K tokens | 200K tokens |
| Max output | , | , |
| Input · 1M | $1.10 / 1M tokens | Pricing not published |
| Output · 1M | $4.40 / 1M tokens | Pricing not published |
| Knowledge cutoff | 2023-10 | , |
| Open weights | No | No |
| API available | Yes | Yes |
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$9.90 vs ,
- Heavy usage, 1M in / 500k out per day$99.00 vs ,
- RAG workload, 5M in / 200k out per day$191 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).
Estimated spend for the listed models at your usage. Numbers are derived from each model's published per-million-token rates.
- o3-mini$0.330
- 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.
- GPQA79.7
o3-mini fits when…
- Reasoning at mid-tier cost
- Fast for a thinking model
o4 fits when…
- Exceptional performance on hard math and reasoning benchmarks
- Good at multi-step planning and verification
- Strong scientific reasoning
- Multimodal needs covering vision.
Consider GPT-5.5
OpenAI's mid-cycle GPT-5 refresh, improved reasoning, tool use, and multimodal grounding over the 2025 launch.
Frequently asked
Is o3-mini 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?
Both o3-mini and o4 ship a 200K-token context window.Is o3-mini or o4 better for coding?
Both o3-mini 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?
Neither model ships open weights, both are accessible only via their respective providers' APIs.When were o3-mini and o4 released?
o3-mini was released by OpenAI on 2025-01-31. o4 was released by OpenAI on 2025-12-15.
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