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Claude 3 Haiku vs GPT-4.1 nano

Claude 3 Haiku and GPT-4.1 nano are closely matched at -1.5 and 1.6 on the LLM Stats Score. GPT-4.1 nano is 2.9x cheaper per token.

Anthropic · OpenAI · Updated for 2026

Which is better?

Claude 3 Haiku and GPT-4.1 nano are closely matched on the overall LLM Stats Score at -1.5 and 1.6.

In the 2 individual benchmarks reported for both models, GPT-4.1 nano wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, GPT-4.1 nano is roughly 2.9x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-4.1 nano 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 3 Haiku

  • you want predictable pricing at $0.25/M input and $1.25/M output

Choose GPT-4.1 nano

  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • cost matters — it's about 2.9x cheaper per token
  • you process long inputs — it offers a 1,047,576 token context window
  • you want the most recent training data — it shipped Apr 2025

At a glance

The differences that matter most.

Core performance indexes
-1.5
#343
1.6
#328
-1.5
#336
2.0
#316
0.6
#247
-11.8
#274
Cost, coverage & limits
Benchmark wins
0 of 2
2 of 2
Input price
$0.25 / M
$0.10 / M
Output price
$1.25 / M
$0.40 / M
Context window
200,000
1,047,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Claude 3 Haiku
GPT-4.1 nano
4.3#285
5.0#276
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

10 reported for Claude 3 Haiku · 24 for GPT-4.1 nano

2 shared

Claude 3 Haiku outperforms in 0 benchmarks, while GPT-4.1 nano is better at 2 benchmarks (GPQA, MMLU).

GPT-4.1 nano significantly outperforms across most benchmarks.

Wed Sep 30 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GPT-4.1 nano costs less

For input processing, Claude 3 Haiku ($0.25/1M tokens) is 2.5x more expensive than GPT-4.1 nano ($0.10/1M tokens).

For output processing, Claude 3 Haiku ($1.25/1M tokens) is 3.1x more expensive than GPT-4.1 nano ($0.40/1M tokens).

In conclusion, Claude 3 Haiku is more expensive than GPT-4.1 nano.*

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

Lowest available price from all providers
Wed Sep 30 2026 • llm-stats.com
Anthropic
Claude 3 Haiku
Input tokens$0.25
Output tokens$1.25
Best providerAnthropic
OpenAI
GPT-4.1 nano
Input tokens$0.10
Output tokens$0.40
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

GPT-4.1 nano accepts 1,047,576 input tokens compared to Claude 3 Haiku's 200,000 tokens. Claude 3 Haiku can generate longer responses up to 200,000 tokens, while GPT-4.1 nano is limited to 32,768 tokens.

Anthropic
Claude 3 Haiku
Input200,000 tokens
Output200,000 tokens
OpenAI
GPT-4.1 nano
Input1,047,576 tokens
Output32,768 tokens
Wed Sep 30 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude 3 Haiku and GPT-4.1 nano support multimodal inputs.

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

Claude 3 Haiku

Text
Images
Audio
Video

GPT-4.1 nano

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 3 Haiku

Proprietary

Closed source

GPT-4.1 nano

Proprietary

Closed source

Release Timeline

When each model was launched

Claude 3 Haiku was released on 2024-03-13, while GPT-4.1 nano was released on 2025-04-14.

GPT-4.1 nano is 13 months newer than Claude 3 Haiku.

Claude 3 Haiku

Mar 13, 2024

2.5 years ago

GPT-4.1 nano

Apr 14, 2025

1.5 years ago

1.1yr newer

Knowledge Cutoff

When training data ends

GPT-4.1 nano has a documented knowledge cutoff of 2024-05-31, while Claude 3 Haiku's cutoff date is not specified.

We can confirm GPT-4.1 nano's training data extends to 2024-05-31, but cannot make a direct comparison without Claude 3 Haiku's cutoff date.

Claude 3 Haiku

—

GPT-4.1 nano

May 2024

Provider Availability

Claude 3 Haiku is available from Anthropic, Bedrock, Google. GPT-4.1 nano is available from OpenAI.

Claude 3 Haiku

anthropic logo
Anthropic
Input Price:Input: $0.25/1MOutput Price:Output: $1.25/1M
bedrock logo
AWS Bedrock
Input Price:Input: $0.25/1MOutput Price:Output: $1.25/1M
google logo
Google
Input Price:Input: $0.25/1MOutput Price:Output: $1.25/1M

GPT-4.1 nano

openai logo
OpenAI
Input Price:Input: $0.10/1MOutput Price:Output: $0.40/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Claude 3 Haiku and GPT-4.1 nano side-by-side, then vote on the output you prefer.

Claude 3 Haiku
✓ Preferred
GPT-4.1 nano
Open in Playground

FAQ

Common questions about Claude 3 Haiku vs GPT-4.1 nano.

Which is better, Claude 3 Haiku or GPT-4.1 nano?

Claude 3 Haiku and GPT-4.1 nano are closely matched on the LLM Stats Score at -1.5 and 1.6. Claude 3 Haiku is made by Anthropic and GPT-4.1 nano 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 3 Haiku compare to GPT-4.1 nano in benchmarks?

Claude 3 Haiku scores ARC-C: 89.2%, GSM8k: 88.9%, HellaSwag: 85.9%, DROP: 78.4%, HumanEval: 75.9%. GPT-4.1 nano scores MMLU: 80.1%, IFEval: 74.5%, CharXiv-D: 73.9%, MMMLU: 66.9%, Multi-IF: 57.2%.

Is Claude 3 Haiku cheaper than GPT-4.1 nano?

GPT-4.1 nano is 2.5x cheaper for input tokens. Claude 3 Haiku costs $0.25/M input and $1.25/M output via anthropic. GPT-4.1 nano costs $0.10/M input and $0.40/M output via openai.

What are the context window sizes for Claude 3 Haiku and GPT-4.1 nano?

Claude 3 Haiku supports 200K tokens and GPT-4.1 nano 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 3 Haiku and GPT-4.1 nano?

Key differences include LLM Stats Score (-1.5 vs 1.6), context window (200K vs 1.0M), input pricing ($0.25 vs $0.10/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude 3 Haiku and GPT-4.1 nano?

Claude 3 Haiku is developed by Anthropic and GPT-4.1 nano is developed by OpenAI.