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GPT-4.5 vs o1

GPT-4.5 and o1 are closely matched at 20.2 and 20.9 on the LLM Stats Score. o1 is 3.6x cheaper per token.

OpenAI · OpenAI · Updated for 2026

Which is better?

GPT-4.5 and o1 are closely matched on the overall LLM Stats Score at 20.2 and 20.9.

In the 12 individual benchmarks reported for both models, o1 wins 10; this is a narrower head-to-head signal than the composite indexes.

On price, o1 is roughly 3.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

o1 also accepts a larger context window (200,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose GPT-4.5

  • you want the most recent training data — it shipped Feb 2025

Choose o1

  • you value its reported benchmark strengths — it wins 10 of 12 exact shared results
  • cost matters — it's about 3.6x cheaper per token
  • you process long inputs — it offers a 200,000 token context window

At a glance

The differences that matter most.

Core performance indexes
20.2
#202
20.9
#197
20.4
#193
21.3
#187
5.8
#201
4.6
#212
Cost, coverage & limits
Benchmark wins
2 of 12
10 of 12
Input price
$75.00 / M
$15.00 / M
Output price
$150.00 / M
$60.00 / M
Context window
128,000
200,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

5 shared
Index
GPT-4.5
o1
20.7#156
24.0#122
12.5#105
12.6#103
10.6#124
12.7#106
11.4#68
13.7#55
16.3#87
16.3#86
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

26 reported for GPT-4.5 · 19 for o1

12 shared

GPT-4.5 outperforms in 2 benchmarks (MathVista, SimpleQA), while o1 is better at 9 benchmarks (AIME 2024, GPQA, GSM8k, HumanEval, MMLU, MMMLU, MMMU, SWE-Bench Verified, TAU-bench Retail).

o1 shows notably better performance in the majority of benchmarks.

Sun Sep 27 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

o1 costs less

For input processing, GPT-4.5 ($75.00/1M tokens) is 5.0x more expensive than o1 ($15.00/1M tokens).

For output processing, GPT-4.5 ($150.00/1M tokens) is 2.5x more expensive than o1 ($60.00/1M tokens).

In conclusion, GPT-4.5 is more expensive than o1.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Sun Sep 27 2026 • llm-stats.com
OpenAI
GPT-4.5
Input tokens$75.00
Output tokens$150.00
Best providerOpenAI
OpenAI
o1
Input tokens$15.00
Output tokens$60.00
Best providerAzure
Notice missing or incorrect data?Start an Issue→

Context Window

Maximum input and output token capacity

o1 accepts 200,000 input tokens compared to GPT-4.5's 128,000 tokens. o1 can generate longer responses up to 100,000 tokens, while GPT-4.5 is limited to 4,096 tokens.

OpenAI
GPT-4.5
Input128,000 tokens
Output4,096 tokens
OpenAI
o1
Input200,000 tokens
Output100,000 tokens
Sun Sep 27 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-4.5 supports multimodal inputs, whereas o1 does not.

GPT-4.5 can handle both text and other forms of data like images, making it suitable for multimodal applications.

GPT-4.5

Text
Images
Audio
Video

o1

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

GPT-4.5

Proprietary

Closed source

o1

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-4.5 was released on 2025-02-27, while o1 was released on 2024-12-17.

GPT-4.5 is 2 months newer than o1.

GPT-4.5

Feb 27, 2025

1.6 years ago

2mo newer
o1

Dec 17, 2024

1.8 years ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

GPT-4.5 is available from OpenAI. o1 is available from Azure, OpenAI.

GPT-4.5

openai logo
OpenAI
Input Price:Input: $75.00/1MOutput Price:Output: $150.00/1M

o1

azure logo
Azure
Input Price:Input: $15.00/1MOutput Price:Output: $60.00/1M
openai logo
OpenAI
Input Price:Input: $15.00/1MOutput Price:Output: $60.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion→

Judge for yourself.

Run your own prompts against GPT-4.5 and o1 side-by-side, then vote on the output you prefer.

GPT-4.5
✓ Preferred
o1
Open in Playground

FAQ

Common questions about GPT-4.5 vs o1.

Which is better, GPT-4.5 or o1?

GPT-4.5 and o1 are closely matched on the LLM Stats Score at 20.2 and 20.9. GPT-4.5 is made by OpenAI and o1 is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-4.5 compare to o1 in benchmarks?

GPT-4.5 scores GSM8k: 97.0%, MMLU: 90.8%, CharXiv-D: 90.0%, IFEval: 88.2%, HumanEval: 88.0%. o1 scores GSM8k: 97.1%, MATH: 96.4%, GPQA Physics: 92.8%, MMLU: 91.8%, MGSM: 89.3%.

Is GPT-4.5 cheaper than o1?

o1 is 5.0x cheaper for input tokens. GPT-4.5 costs $75.00/M input and $150.00/M output via openai. o1 costs $15.00/M input and $60.00/M output via azure.

What are the context window sizes for GPT-4.5 and o1?

GPT-4.5 supports 128K tokens and o1 supports 200K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-4.5 and o1?

Key differences include LLM Stats Score (20.2 vs 20.9), context window (128K vs 200K), input pricing ($75.00 vs $15.00/M), multimodal support (yes vs no). See the full comparison above for benchmark-by-benchmark results.