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Claude Haiku 4.5 vs GPT OSS 120B High

Claude Haiku 4.5 and GPT OSS 120B High are closely matched at 25.6 and 25.4 on the LLM Stats Score. GPT OSS 120B High is 10.0x cheaper per token.

Anthropic · OpenAI · Updated for 2026

Which is better?

Claude Haiku 4.5 and GPT OSS 120B High are closely matched on the overall LLM Stats Score at 25.6 and 25.4.

In the 3 individual benchmarks reported for both models, GPT OSS 120B High wins 3; this is a narrower head-to-head signal than the composite indexes.

On price, GPT OSS 120B High is roughly 10.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Claude Haiku 4.5 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 Claude Haiku 4.5

  • you process long inputs — it offers a 200,000 token context window
  • you want the most recent training data — it shipped Oct 2025

Choose GPT OSS 120B High

  • you value its reported benchmark strengths — it wins 3 of 3 exact shared results
  • cost matters — it's about 10.0x cheaper per token
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
25.6
#171
25.4
#174
25.2
#168
25.6
#165
13.3
#107
3.0
#177
Cost, coverage & limits
Benchmark wins
0 of 3
3 of 3
Input price
$1.00 / M
$0.10 / M
Output price
$5.00 / M
$0.50 / M
Context window
200,000
131,072

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Claude Haiku 4.5
GPT OSS 120B High
15.6#221
24.1#125
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

12 reported for Claude Haiku 4.5 · 7 for GPT OSS 120B High

3 shared

Claude Haiku 4.5 outperforms in 0 benchmarks, while GPT OSS 120B High is better at 3 benchmarks (AIME 2025, GPQA, MMMLU).

GPT OSS 120B High significantly outperforms across most benchmarks.

Sun Oct 18 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GPT OSS 120B High costs less

For input processing, Claude Haiku 4.5 ($1.00/1M tokens) is 10.0x more expensive than GPT OSS 120B High ($0.10/1M tokens).

For output processing, Claude Haiku 4.5 ($5.00/1M tokens) is 10.0x more expensive than GPT OSS 120B High ($0.50/1M tokens).

In conclusion, Claude Haiku 4.5 is more expensive than GPT OSS 120B High.*

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

Lowest available price from all providers
Sun Oct 18 2026 • llm-stats.com
Anthropic
Claude Haiku 4.5
Input tokens$1.00
Output tokens$5.00
Best providerAnthropic
OpenAI
GPT OSS 120B High
Input tokens$0.10
Output tokens$0.50
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Claude Haiku 4.5 accepts 200,000 input tokens compared to GPT OSS 120B High's 131,072 tokens. GPT OSS 120B High can generate longer responses up to 131,072 tokens, while Claude Haiku 4.5 is limited to 64,000 tokens.

Anthropic
Claude Haiku 4.5
Input200,000 tokens
Output64,000 tokens
OpenAI
GPT OSS 120B High
Input131,072 tokens
Output131,072 tokens
Sun Oct 18 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Claude Haiku 4.5 supports multimodal inputs, whereas GPT OSS 120B High does not.

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

Claude Haiku 4.5

Text
Images
Audio
Video

GPT OSS 120B High

Text
Images
Audio
Video

License

Usage and distribution terms

Claude Haiku 4.5 is licensed under a proprietary license, while GPT OSS 120B High uses Apache 2.0.

License differences may affect how you can use these models in commercial or open-source projects.

Claude Haiku 4.5

Proprietary

Closed source

GPT OSS 120B High

Apache 2.0

Open weights

Release Timeline

When each model was launched

Claude Haiku 4.5 was released on 2025-10-15, while GPT OSS 120B High was released on 2025-08-05.

Claude Haiku 4.5 is 2 months newer than GPT OSS 120B High.

Claude Haiku 4.5

Oct 15, 2025

1.0 years ago

2mo newer
GPT OSS 120B High

Aug 5, 2025

1.2 years ago

Knowledge Cutoff

When training data ends

Claude Haiku 4.5 has a documented knowledge cutoff of 2025-02-01, while GPT OSS 120B High's cutoff date is not specified.

We can confirm Claude Haiku 4.5's training data extends to 2025-02-01, but cannot make a direct comparison without GPT OSS 120B High's cutoff date.

Claude Haiku 4.5

Feb 2025

GPT OSS 120B High

—

Provider Availability

Claude Haiku 4.5 is available from Anthropic, DeepInfra, Vertex AI. GPT OSS 120B High is available from OpenAI, Fireworks.

Claude Haiku 4.5

anthropic logo
Anthropic
Input Price:Input: $1.00/1MOutput Price:Output: $5.00/1M
deepinfra logo
Deepinfra
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 OSS 120B High

openai logo
OpenAI
Input Price:Input: $0.10/1MOutput Price:Output: $0.50/1M
fireworks logo
Fireworks
Input Price:Input: $0.15/1MOutput Price:Output: $0.60/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Claude Haiku 4.5 and GPT OSS 120B High side-by-side, then vote on the output you prefer.

Claude Haiku 4.5
✓ Preferred
GPT OSS 120B High
Open in Playground

FAQ

Common questions about Claude Haiku 4.5 vs GPT OSS 120B High.

Which is better, Claude Haiku 4.5 or GPT OSS 120B High?

Claude Haiku 4.5 and GPT OSS 120B High are closely matched on the LLM Stats Score at 25.6 and 25.4. Claude Haiku 4.5 is made by Anthropic and GPT OSS 120B High 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 OSS 120B High 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 OSS 120B High scores AIME 2025: 92.5%, MMMLU: 83.8%, LiveCodeBench v6: 81.9%, GPQA: 80.9%, MMLU-Pro: 80.7%.

Is Claude Haiku 4.5 cheaper than GPT OSS 120B High?

GPT OSS 120B High is 10.0x cheaper for input tokens. Claude Haiku 4.5 costs $1.00/M input and $5.00/M output via anthropic. GPT OSS 120B High costs $0.10/M input and $0.50/M output via openai.

What are the context window sizes for Claude Haiku 4.5 and GPT OSS 120B High?

Claude Haiku 4.5 supports 200K tokens and GPT OSS 120B High supports 131K 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 OSS 120B High?

Key differences include LLM Stats Score (25.6 vs 25.4), context window (200K vs 131K), input pricing ($1.00 vs $0.10/M), multimodal support (yes vs no), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Haiku 4.5 and GPT OSS 120B High?

Claude Haiku 4.5 is developed by Anthropic and GPT OSS 120B High is developed by OpenAI.