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Data points: 74

Model compare

GPT-4o vs O1 Pro

The readout for GPT-4o and O1 Pro, before the detailed comparison sheet.

Model A

OpenAI

GPT-4o

OpenAI

Contender
vs

Model B

OpenAI

O1 Pro

OpenAI

Leading

Key Takeaways

Weighted outcome: O1 Pro. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.

Decision read

O1 Pro

O1 Pro has the higher weighted result; Model A / B score 20 to 80.

Evidence depth

74 data points

Includes 5 benchmark rows, 0 audit samples, and 6 provider examples.

Selection signal

Start with O1 Pro

The charts below split 11 high-signal samples across speed, scores, and audit health.

Change comparison

Switch either side of this report to compare another model with the same LMSpeed data pipeline.

Select a different model to open a new comparison URL.

On this page

Comparison sheetWhen to choose each modelBenchmark score comparisonAPI audit comparisonProvider examplesFAQ

Comparison sheet

This report only uses LMSpeed data for GPT-4o and O1 Pro: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

Model compare
OpenAIGPT-4o
OpenAIO1 Pro
Overall leaderContenderLeading
Weighted overall score20.0 pts80.0 pts
Benchmark category leads0 categories2 categories
Operational advantagesCheapest input price, Free providers, Provider coverageNo data
Context window128K tokens200K tokens
Max output16.4K tokens100K tokens
Modalities

Input

TextImageFile

Output

Text

Input

TextImageFile

Output

Text
Features
Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeWeb search
Text inputImage inputFile inputText outputStructured outputsJSON modeReasoning

The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.

Model metadata

Model compare
OpenAIGPT-4o
OpenAIO1 Pro
DeveloperOpenAIOpenAI
ReleasedNov 2024Mar 2025
ParametersNo dataNo data
TokenizerGPTGPT
Knowledge cutoff2023-10-312023-10-31
OpenRouter IDopenai/gpt-4oopenai/o1-pro
ReferencesNo dataNo data

When to choose each model

This report only uses LMSpeed data for GPT-4o and O1 Pro: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

OpenAI

GPT-4o

GPT-4o has these operational advantages: Cheapest input price, Free providers, Provider coverage.

OpenAI

O1 Pro

O1 Pro leads these benchmark categories: Reasoning, Knowledge.

Benchmark score comparison

Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.

Category performance

Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.

Model A coverage
6 / 8
Model B coverage
2 / 8
Shared
2 shared categories

Avg. score

GPT-4o

43.2

Avg. score

O1 Pro

54.6

Agents

GPT-4o

GPT-4o39
O1 Pro-

Coding

GPT-4o

GPT-4o46.3
O1 Pro-

Reasoning

O1 Pro leads by 11.4

GPT-4o40.5
O1 Pro51.9

Knowledge

O1 Pro leads by 7.5

GPT-4o49.7
O1 Pro57.2

Math

GPT-4o

GPT-4o42.2
O1 Pro-

Multilingual

No data

GPT-4o-
O1 Pro-

Multimodal

No data

GPT-4o-
O1 Pro-

Instruction following

GPT-4o

GPT-4o41.5
O1 Pro-

Professional benchmark details

Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.

Pricingverified

Output price

SourceGPT-4o (Nov '24)

GPT-4o

winner

$10.00/M

Rank #120/162 · confidence 4

+$590.00/M

O1 Pro

$600.00/M

Rank #162/162 · confidence 4

Pricingverified

Blended price

SourceGPT-4o (Nov '24)

GPT-4o

winner

$4.38/M

Rank #127/162 · confidence 4

+$258.13/M

O1 Pro

$262.50/M

Rank #162/162 · confidence 4

Pricingverified

Input price

SourceGPT-4o (Nov '24)

GPT-4o

winner

$2.50/M

Rank #131/162 · confidence 4

+$147.50/M

O1 Pro

$150.00/M

Rank #162/162 · confidence 4

Reasoningverified

GPQA

SourceGPT-4o (Nov '24)

GPT-4o

54.3%

Rank #156/188 · confidence 4

+24.7%

O1 Pro

winner

79.0%

Rank #76/188 · confidence 1 · eval date 2024-12-01

Knowledgereported

Artificial Analysis Intelligence Index

SourceGPT-4o

GPT-4o

11.2

Rank #90/99 · confidence 1 · eval date 2024-05-13

+7.7

O1 Pro

winner

18.9

Rank #77/99 · confidence 1 · eval date 2024-12-01

API audit comparison

Latest completed audits from shared providers, with four safety and integrity score groups plus report links.

Provider
OpenAIGPT-4o
OpenAIO1 Pro
No completed audits are available from shared providers yet.

Provider examples

Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.

Provider
OpenAIGPT-4o
OpenAIO1 Pro
速创API20 tests
OpenAI

GPT-4o

speed / latency

88 tok/s / 1593ms

input / output

No data

OpenAI

O1 Pro

speed / latency

N/A / N/A

input / output

No data

KFCV505 tests
OpenAI

GPT-4o

speed / latency

48 tok/s / 13138ms

input / output

No data

OpenAI

O1 Pro

speed / latency

N/A / N/A

input / output

No data

YUNWU API5 tests
OpenAI

GPT-4o

speed / latency

58 tok/s / 2583ms

input / output

No data

OpenAI

O1 Pro

speed / latency

N/A / N/A

input / output

No data

ZEN-AI VIP3 tests
OpenAI

GPT-4o

speed / latency

40 tok/s / 2993ms

input / output

No data

OpenAI

O1 Pro

speed / latency

N/A / N/A

input / output

No data

42公益站0 tests
OpenAI

GPT-4o

speed / latency

N/A / N/A

input / output

No data

OpenAI

O1 Pro

speed / latency

N/A / N/A

input / output

No data

兔子API
OpenAI

GPT-4o

gpt-4o-2024-05-13

speed / latency

No data

input / output

$0/request

OpenAI

O1 Pro

o1-pro

speed / latency

No data

input / output

$11.76/request

FAQ

Weighted outcome: O1 Pro. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.

Why is this comparison indexable?
It has 4 verifiable comparison points, and both models have pricing or benchmark data.
Are missing metrics invented?
No. Metrics without LMSpeed data are omitted from this report.

Related compare reports

Continue from GPT-4o vs O1 Pro into nearby model comparisons with enough verified LMSpeed data.

OpenAIGPT-4o vs GPT 5gpt-4o-vs-gpt-5OpenAIGPT-4o vs GPT 5 1gpt-4o-vs-gpt-5-1OpenAIGPT-4o vs GPT 5 2gpt-4o-vs-gpt-5-2OpenAIGPT 4 vs GPT-4ogpt-4-vs-gpt-4o

Data as of Jul 28, 2026, 02:55 PM·Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.