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OpenAI o1 vs GPT-4o
Which AI model is better in 2026? Compare OpenAI o1 and GPT-4o on benchmarks, pricing, speed, context window, and real-world fit.
Quick summary
OpenAI o1 is currently the stronger overall pick for reasoning, coding, math, and context. GPT-4o wins on speed and price. GPT-4o remains the budget pick at $4.38 vs $26.25 blended / 1M tokens.
Overall winner
OpenAI o1
OpenAI o1 wins
- Reasoning
- Coding
- Math
- Context
GPT-4o wins
- Speed
- Price
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Pick any two modelsOpenAI o1 vs GPT-4o: overview
OpenAI o1 (OpenAI) and GPT-4o (OpenAI) are frequently compared by teams choosing an AI stack in 2026. OpenAI o1: Long chain-of-thought reasoning — unbeatable on hard math and code. GPT-4o: OpenAI’s vision-and-voice flagship from 2024 — still a great default. This OpenAI o1 vs GPT-4o comparison covers benchmarks, pricing, context window, speed, modalities, strengths, weaknesses, and who should pick which model.
OpenAI o1 is proprietary with a 200k-token context window and a blended API price near $26.25 / 1M tokens (intelligence index 76/100). GPT-4o is proprietary with 128k context at about $4.38 blended / 1M (intelligence 72/100). Those gaps drive most “OpenAI o1 vs GPT-4o” searches — quality versus cost, closed versus open, cloud versus self-host.
Where they differ most: OpenAI o1 tends to lead on reasoning, coding, math, and context, while GPT-4o leads on speed and price. Choose OpenAI o1 when you want the stronger overall profile on our scorecard; validate with your own evals before migrating production traffic.
OpenAI o1 is often shortlisted for research problems, olympiad-level math, and algorithm design. GPT-4o fits general-purpose chat, voice apps, and vision tasks. Scroll to pricing, real-world tasks, and the who-should-choose section for decision support.
People search “OpenAI o1 vs GPT-4o”, “which is better”, and “OpenAI o1 vs GPT-4o pricing” for the same reason: switching models is expensive if quality drops, and staying put is expensive if you overpay. Use the winner card for a fast answer, the head-to-head table for receipts, and the editorial verdict for a human recommendation. OpenAI o1 currently ranks among frontier options from OpenAI; GPT-4o is a hosted alternative from OpenAI. If API pricing is your main concern, start with the pricing section; for multimodal workloads, check vision/audio rows in technical differences; for agents and long documents, prioritize context and reasoning wins.
Head to head
Pricing comparison
API cost is often the deciding factor in OpenAI o1 vs GPT-4o for high-volume apps. Figures below use catalog list prices with a 3:1 input:output blend for monthly estimates. Cached input, batch, and realtime surcharges vary by provider — confirm on official docs.
| API cost | OpenAI o1 | GPT-4o |
|---|---|---|
| Input / 1M tokens | $15.00 | $2.50 |
| Output / 1M tokens | $60.00 | $10.00 |
| Blended (3:1) / 1M | $26.25 | $4.38 |
| Est. cost @ 1M blended tokens | $26.25 | $4.38 |
| Est. cost @ 10M blended tokens | $262.50 | $43.80 |
| Est. cost @ 100M blended tokens | $2625.00 | $438.00 |
Cached input, batch API, and realtime surcharges are provider-specific and not always published in our catalog — verify on official pricing pages.
Benchmark showdown
OpenAI o1 leads on MMLU, MMLU Pro, GPQA, MATH, and HumanEval, indicating stronger coding and reasoning-oriented scores. GPT-4o remains attractive for production deployments on price. Raw benchmarks shortlist models — run task-specific evals before you switch.
Real-world performance
Beyond academic scores, here is how OpenAI o1 vs GPT-4o tends to split common product tasks based on catalog strengths, price, and modalities.
| Task | Winner |
|---|---|
| Coding | OpenAI o1 |
| Blog writing | OpenAI o1 |
| Research | OpenAI o1 |
| Customer support | GPT-4o |
| Cheap API / high volume | GPT-4o |
| AI agents | OpenAI o1 |
| Summarization | OpenAI o1 |
| Translation | OpenAI o1 |
| Vision / multimodal | OpenAI o1 |
| Self-hosting / open weights | GPT-4o |
Technical differences
| Feature | OpenAI o1 | GPT-4o |
|---|---|---|
| Provider | OpenAI | OpenAI |
| License | Proprietary | Proprietary |
| Pricing model | tokens | tokens |
| Context window | 200k tokens | 128k tokens |
| Max output | 100k tokens | 16k tokens |
| Vision input | Yes | Yes |
| Audio input | No | Yes |
| Text output | Yes | Yes |
| Image output | No | No |
| Video output | No | No |
| Audio output | No | Yes |
| Self-host friendly | No | No |
| Docs | Available | Available |
Strengths, weaknesses and best-for
- Tops MATH and GPQA leaderboards
- Self-checks its work
- Very slow
- Very expensive
- Overkill for simple tasks
- Research problems
- Olympiad-level math
- Algorithm design
- Strong multimodal
- Voice-native
- Mature ecosystem
- Weaker than GPT-5.5 on reasoning
- Smaller context vs newer models
- General-purpose chat
- Voice apps
- Vision tasks
Who should choose which
Choose OpenAI o1 if
- You need stronger reasoning, coding, or math quality
- You need a larger context window
- Research problems
- Olympiad-level math
Choose GPT-4o if
- You care about faster token throughput
- API budget is the top constraint
- General-purpose chat
- Voice apps
Pros & cons
OpenAI o1
Pros
- Tops MATH and GPQA leaderboards
- Self-checks its work
Cons
- Very slow
- Very expensive
- Overkill for simple tasks
GPT-4o
Pros
- Strong multimodal
- Voice-native
- Mature ecosystem
Cons
- Weaker than GPT-5.5 on reasoning
- Smaller context vs newer models
Editorial verdict
OpenAI o1 edges this matchup — with caveats
OpenAI o1 is the better choice when you prioritize reasoning, coding, math, and context. GPT-4o stands out for speed and price, making it a strong option when those dimensions matter more than raw leaderboard rank. If maximum measured performance matters, OpenAI o1 wins this matchup. If cost and control matter more, GPT-4o is difficult to beat. Always confirm with a bake-off on your real prompts before cutting over.
Still deciding? Read the full OpenAI o1 review and GPT-4o review, or open the full AI models table.
OpenAI o1 vs GPT-4o — frequently asked questions
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