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Claude Haiku 4.5 vs GPT-5.5 Instant

GPT-5.5 Instant leads the LLM Stats Score 32.1 to 25.6. Claude Haiku 4.5 is 5.6x cheaper per token.

Anthropic · OpenAI · Updated for 2026

Which is better?

GPT-5.5 Instant leads the overall LLM Stats Score 32.1 to 25.6, ranking #120 overall.

In the 2 individual benchmarks reported for both models, GPT-5.5 Instant wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Claude Haiku 4.5 is roughly 5.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.5 Instant also accepts a larger context window (400,000 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

  • cost matters — it's about 5.6x cheaper per token

Choose GPT-5.5 Instant

  • overall performance matters — it scores 32.1 and ranks #120 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • you process long inputs — it offers a 400,000 token context window
  • you want the most recent training data — it shipped May 2026

At a glance

The differences that matter most.

Core performance indexes
25.6
#171
32.1
#120
25.2
#168
31.0
#127
Cost, coverage & limits
Benchmark wins
0 of 2
2 of 2
Input price
$1.00 / M
$5.00 / M
Output price
$5.00 / M
$30.00 / M
Context window
200,000
400,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
Claude Haiku 4.5
GPT-5.5 Instant
8.6#147
21.4#75
9.8#128
23.6#63
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

12 reported for Claude Haiku 4.5 · 9 for GPT-5.5 Instant

2 shared

Claude Haiku 4.5 outperforms in 0 benchmarks, while GPT-5.5 Instant is better at 2 benchmarks (AIME 2025, GPQA).

GPT-5.5 Instant 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

Claude Haiku 4.5 costs less

For input processing, Claude Haiku 4.5 ($1.00/1M tokens) is 5.0x cheaper than GPT-5.5 Instant ($5.00/1M tokens).

For output processing, Claude Haiku 4.5 ($5.00/1M tokens) is 6.0x cheaper than GPT-5.5 Instant ($30.00/1M tokens).

In conclusion, GPT-5.5 Instant is more expensive than Claude Haiku 4.5.*

* 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-5.5 Instant
Input tokens$5.00
Output tokens$30.00
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

GPT-5.5 Instant accepts 400,000 input tokens compared to Claude Haiku 4.5's 200,000 tokens. GPT-5.5 Instant can generate longer responses up to 128,000 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-5.5 Instant
Input400,000 tokens
Output128,000 tokens
Sun Oct 18 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude Haiku 4.5 and GPT-5.5 Instant 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-5.5 Instant

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-5.5 Instant

Proprietary

Closed source

Release Timeline

When each model was launched

Claude Haiku 4.5 was released on 2025-10-15, while GPT-5.5 Instant was released on 2026-05-05.

GPT-5.5 Instant is 7 months newer than Claude Haiku 4.5.

Claude Haiku 4.5

Oct 15, 2025

1.0 years ago

GPT-5.5 Instant

May 5, 2026

5 months ago

6mo newer

Knowledge Cutoff

When training data ends

Claude Haiku 4.5 has a knowledge cutoff of 2025-02-01, while GPT-5.5 Instant has a cutoff of 2025-08-31.

GPT-5.5 Instant has more recent training data (up to 2025-08-31), making it potentially better informed about events through that date compared to Claude Haiku 4.5 (2025-02-01).

Claude Haiku 4.5

Feb 2025

GPT-5.5 Instant

Aug 2025

6 mo newer

Provider Availability

Claude Haiku 4.5 is available from Anthropic, DeepInfra, Vertex AI. GPT-5.5 Instant is available from OpenAI.

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-5.5 Instant

openai logo
OpenAI
Input Price:Input: $5.00/1MOutput Price:Output: $30.00/1M
* 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-5.5 Instant side-by-side, then vote on the output you prefer.

Claude Haiku 4.5
✓ Preferred
GPT-5.5 Instant
Open in Playground

FAQ

Common questions about Claude Haiku 4.5 vs GPT-5.5 Instant.

Which is better, Claude Haiku 4.5 or GPT-5.5 Instant?

GPT-5.5 Instant leads the LLM Stats Score 32.1 to 25.6. Claude Haiku 4.5 is made by Anthropic and GPT-5.5 Instant 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-5.5 Instant 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-5.5 Instant scores HealthBench Consensus: 94.7%, OmniDocBench 1.5: 87.5%, GPQA: 85.6%, CharXiv-R: 81.6%, AIME 2025: 81.2%.

Is Claude Haiku 4.5 cheaper than GPT-5.5 Instant?

Claude Haiku 4.5 is 5.0x cheaper for input tokens. Claude Haiku 4.5 costs $1.00/M input and $5.00/M output via anthropic. GPT-5.5 Instant costs $5.00/M input and $30.00/M output via openai.

What are the context window sizes for Claude Haiku 4.5 and GPT-5.5 Instant?

Claude Haiku 4.5 supports 200K tokens and GPT-5.5 Instant supports 400K 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-5.5 Instant?

Key differences include LLM Stats Score (25.6 vs 32.1), context window (200K vs 400K), input pricing ($1.00 vs $5.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Haiku 4.5 and GPT-5.5 Instant?

Claude Haiku 4.5 is developed by Anthropic and GPT-5.5 Instant is developed by OpenAI.