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Compare/head-to-head

GPT-4.1 vs o4

Long-context workhorse still on the menu. Meanwhile, o4: reasoning model. thinks before it speaks.

Side-by-side

Specs

DimensionGPT-4.1o4
Provider
OpenAI
OpenAI
Released
2025-04
2025-09
Context window
1M
200K
Output max
32K
100K
Input /M
$2.00
$15.00
Output /M
$8.00
$60.00
Modalities
text, image
text, image
Open weights
no
no
Scorecard

Dimension-by-dimension

GPT-4.1
o4
reasoning
8.0
10.0
coding
9.0
9.0
writing
8.0
7.0
speed
7.0
3.0
value
8.0
5.0
Verdict

Which wins, by use case

Use caseWinnerWhy
codingGPT-4.1a coin flip on our weighted coding score
writingGPT-4.1a clear edge on our weighted writing score
chatGPT-4.1a decisive lead on our weighted chat score
agentso4a coin flip on our weighted agents score
summarizationGPT-4.1a decisive lead on our weighted summarization score
translationGPT-4.1a decisive lead on our weighted translation score
reasoningo4a decisive lead on our weighted reasoning score
researchGPT-4.1a coin flip on our weighted research score
vision and multimodalo4a coin flip on our weighted vision score
Cheapest AI models for bulk workloadsGPT-4.1a decisive lead on our weighted cheap-bulk score
Bottom line

Our take

Pick GPT-4.1 if you need: huge context, reliable tool use.

Pick o4 if you need: state-of-the-art math & science, complex planning.

At a 500M-input / 150M-output monthly volume, GPT-4.1 costs roughly $2200 vs o4 at $16500. Use our calculator to plug in your own numbers.

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