GPT-4o mini vs o3
A complete head-to-head: pricing, context window, benchmarks, modality coverage, and openness, with a programmatic verdict synthesized from the underlying data.
Updated
GPT-4o mini specs · o3 specs- PriceGPT-4o mini
GPT-4o mini is roughly 13.3× cheaper on output tokens ($0.60 vs $8.00 per 1M).
- Context windowo3
o3 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.
- ModalitiesTie
Both handle text, vision.
- OpennessTie
Both are closed-weight, API-only.
It's a genuine coin-flip between GPT-4o mini and o3: 1 category wins each, with the rest tied. GPT-4o mini is roughly 13.3× cheaper on output tokens ($0.60 vs $8.00 per 1M). o3 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. Both target the same set of modalities (text, vision), so the deciding factors are price, context, and raw quality. Both are closed-weight, API-only.
o3 is the newer of the two, released 9 months after GPT-4o mini, which usually means a more recent knowledge cutoff and updated safety post-training. GPT-4o mini is usually picked for customer support and summarization workloads, while o3 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 | GPT-4o mini | o3 |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Released | Jul 2024 | Apr 2025 |
| Modalities | text, vision | text, vision |
| Context window | 128K tokens | 200K tokens |
| Max output | , | , |
| Input · 1M | $0.15 / 1M tokens | $2.00 / 1M tokens |
| Output · 1M | $0.60 / 1M tokens | $8.00 / 1M tokens |
| Knowledge cutoff | , | 2024-06 |
| 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$1.35 vs $18.00
- Heavy usage, 1M in / 500k out per day$13.50 vs $180
- RAG workload, 5M in / 200k out per day$26.10 vs $348
Light usage, 100k in / 50k out per day: $1.35 vs $18.00 per month, model A comes out ahead. Heavy usage, 1M in / 500k out per day: $13.50 vs $180 per month, model A comes out ahead. RAG workload, 5M in / 200k out per day: $26.10 vs $348 per month, model A comes out ahead.
Estimated spend for the listed models at your usage. Numbers are derived from each model's published per-million-token rates.
- GPT-4o mini$0.045
- o3$0.600
Benchmarks compared
Only sourced numbers. Where a benchmark is missing for one model we show the available value rather than fabricating the other.
- MMLU82.0
- HumanEval,95.0
- GPQA,87.7
GPT-4o mini fits when…
- Cheap
- Fast
- Mature
- Cost-sensitive workloads, 13.3× cheaper than o3 on output tokens.
o3 fits when…
- Industry-leading reasoning depth at launch
- Strong on math, science, and abstract puzzles
- Tool-use during reasoning loops
- Long-context tasks, handles 200K tokens vs 128K for GPT-4o mini.
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 GPT-4o mini or o3 cheaper?
GPT-4o mini is cheaper at $0.60 / 1M tokens per million output tokens, vs $8.00 / 1M tokens for o3.Which has the larger context window?
o3 accepts 200K tokens vs 128K for GPT-4o mini.Is GPT-4o mini or o3 better for coding?
Both GPT-4o mini and o3 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 GPT-4o mini and o3 released?
GPT-4o mini was released by OpenAI on 2024-07-18. o3 was released by OpenAI on 2025-04-16.
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