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Claude Haiku 4.5 vs GPT-4.1

Claude Haiku 4.5 leads the LLM Stats Score 25.9 to 18.4. Claude Haiku 4.5 is 1.8x cheaper per token.

Anthropic · OpenAI · Updated for 2026

Which is better?

Claude Haiku 4.5 leads the overall LLM Stats Score 25.9 to 18.4, ranking #139 overall.

In the 4 individual benchmarks reported for both models, Claude Haiku 4.5 wins 3; this is a narrower head-to-head signal than the composite indexes.

On price, Claude Haiku 4.5 is roughly 1.8x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-4.1 also accepts a larger context window (1,047,576 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 Claude Haiku 4.5

  • overall performance matters — it scores 25.9 and ranks #139 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 3 of 4 exact shared results
  • cost matters — it's about 1.8x cheaper per token
  • you want the most recent training data — it shipped Oct 2025

Choose GPT-4.1

  • you process long inputs — it offers a 1,047,576 token context window

At a glance

The differences that matter most.

Core performance indexes
25.9
#139
18.4
#194
25.6
#136
18.8
#188
19.6
#91
5.3
#185
Cost, coverage & limits
Benchmark wins
3 of 4
1 of 4
Input price
$1.00 / M
$2.00 / M
Output price
$5.00 / M
$8.00 / M
Context window
200,000
1,047,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

6 shared
Index
Claude Haiku 4.5
GPT-4.1
15.5#202
16.5#192
9.2#123
9.9#118
16.8#73
11.8#102
8.5#76
16.4#39
20.3#17
9.3#74
1 more shared indexes
10.3#107
15.8#78
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

12 reported for Claude Haiku 4.5 · 29 for GPT-4.1

4 shared

Claude Haiku 4.5 outperforms in 3 benchmarks (AIME 2025, GPQA, SWE-Bench Verified), while GPT-4.1 is better at 1 benchmark (MMMLU).

Claude Haiku 4.5 shows notably better performance in the majority of benchmarks.

Fri Aug 28 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Claude Haiku 4.5 costs less

For input processing, Claude Haiku 4.5 ($1.00/1M tokens) is 2.0x cheaper than GPT-4.1 ($2.00/1M tokens).

For output processing, Claude Haiku 4.5 ($5.00/1M tokens) is 1.6x cheaper than GPT-4.1 ($8.00/1M tokens).

In conclusion, GPT-4.1 is more expensive than Claude Haiku 4.5.*

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

Lowest available price from all providers
Fri Aug 28 2026 • llm-stats.com
Anthropic
Claude Haiku 4.5
Input tokens$1.00
Output tokens$5.00
Best providerAnthropic
OpenAI
GPT-4.1
Input tokens$2.00
Output tokens$8.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-4.1 accepts 1,047,576 input tokens compared to Claude Haiku 4.5's 200,000 tokens. Claude Haiku 4.5 can generate longer responses up to 64,000 tokens, while GPT-4.1 is limited to 32,768 tokens.

Anthropic
Claude Haiku 4.5
Input200,000 tokens
Output64,000 tokens
OpenAI
GPT-4.1
Input1,047,576 tokens
Output32,768 tokens
Fri Aug 28 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude Haiku 4.5 and GPT-4.1 support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Claude Haiku 4.5

Text
Images
Audio
Video

GPT-4.1

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.

Claude Haiku 4.5

Proprietary

Closed source

GPT-4.1

Proprietary

Closed source

Release Timeline

When each model was launched

Claude Haiku 4.5 was released on 2025-10-15, while GPT-4.1 was released on 2025-04-14.

Claude Haiku 4.5 is 6 months newer than GPT-4.1.

Claude Haiku 4.5

Oct 15, 2025

10 months ago

6mo newer
GPT-4.1

Apr 14, 2025

1.4 years ago

Knowledge Cutoff

When training data ends

Claude Haiku 4.5 has a knowledge cutoff of 2025-02-01, while GPT-4.1 has a cutoff of 2024-06-01.

Claude Haiku 4.5 has more recent training data (up to 2025-02-01), making it potentially better informed about events through that date compared to GPT-4.1 (2024-06-01).

Claude Haiku 4.5

Feb 2025

8 mo newer
GPT-4.1

Jun 2024

Provider Availability

Claude Haiku 4.5 is available from Anthropic, Vertex AI. GPT-4.1 is available from OpenAI.

Claude Haiku 4.5

anthropic logo
Anthropic
Input Price:Input: $1.00/1MOutput Price:Output: $5.00/1M
vertex logo
Unknown Organization
Input Price:Input: $1.00/1MOutput Price:Output: $5.00/1M

GPT-4.1

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $8.00/1M
* 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 Claude Haiku 4.5 and GPT-4.1 side-by-side, then vote on the output you prefer.

Claude Haiku 4.5
✓ Preferred
GPT-4.1
Open in Playground

FAQ

Common questions about Claude Haiku 4.5 vs GPT-4.1.

Which is better, Claude Haiku 4.5 or GPT-4.1?

Claude Haiku 4.5 leads the LLM Stats Score 25.9 to 18.4. Claude Haiku 4.5 is made by Anthropic and GPT-4.1 is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Claude Haiku 4.5 compare to GPT-4.1 in benchmarks?

Claude Haiku 4.5 scores Tau2 Retail: 83.2%, MMMLU: 83.0%, Tau2 Telecom: 83.0%, AIME 2025: 80.7%, SWE-Bench Verified: 73.3%. GPT-4.1 scores MMLU: 90.2%, CharXiv-D: 87.9%, IFEval: 87.4%, MMMLU: 87.3%, MMMU: 74.8%.

Is Claude Haiku 4.5 cheaper than GPT-4.1?

Claude Haiku 4.5 is 2.0x cheaper for input tokens. Claude Haiku 4.5 costs $1.00/M input and $5.00/M output via anthropic. GPT-4.1 costs $2.00/M input and $8.00/M output via openai.

What are the context window sizes for Claude Haiku 4.5 and GPT-4.1?

Claude Haiku 4.5 supports 200K tokens and GPT-4.1 supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude Haiku 4.5 and GPT-4.1?

Key differences include LLM Stats Score (25.9 vs 18.4), context window (200K vs 1.0M), input pricing ($1.00 vs $2.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Haiku 4.5 and GPT-4.1?

Claude Haiku 4.5 is developed by Anthropic and GPT-4.1 is developed by OpenAI.