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Claude Haiku 5.5 vs GPT-5.6 Terra

Claude Haiku 5.5 and GPT-5.6 Terra are closely matched at 50.0 and 49.4 on the LLM Stats Score. Claude Haiku 5.5 is 22.5x cheaper per token.

Anthropic · OpenAI · Updated for 2026

Which is better?

Claude Haiku 5.5 and GPT-5.6 Terra are closely matched on the overall LLM Stats Score at 50.0 and 49.4.

In the 7 individual benchmarks reported for both models, Claude Haiku 5.5 wins 7; this is a narrower head-to-head signal than the composite indexes.

On price, Claude Haiku 5.5 is roughly 22.5x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.6 Terra also accepts a larger context window (1,050,000 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 5.5

  • you value its reported benchmark strengths — it wins 7 of 7 exact shared results
  • cost matters — it's about 22.5x cheaper per token
  • you want the most recent training data — it shipped Oct 2026

Choose GPT-5.6 Terra

  • you process long inputs — it offers a 1,050,000 token context window

At a glance

The differences that matter most.

Core performance indexes
50.0
#19
49.4
#23
47.2
#27
47.7
#24
40.2
#13
39.9
#14
33.3
#28
36.0
#19
Cost, coverage & limits
Benchmark wins
7 of 7
0 of 7
Input price
$0.10 / M
$2.00 / M
Output price
$0.50 / M
$12.00 / M
Context window
1,000,000
1,050,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

4 shared
Index
Claude Haiku 5.5
GPT-5.6 Terra
25.7#110
31.6#68
30.4#33
27.6#41
20.3#59
26.4#28
31.4#27
28.1#39
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

36 reported for Claude Haiku 5.5 · 45 for GPT-5.6 Terra

7 shared

Claude Haiku 5.5 outperforms in 7 benchmarks (BenchCAD, BenchCAD (with Python tool), FrontierCode 1.1, HealthBench, HealthBench Professional, SWE-Bench Pro, Terminal-Bench 4.0), while GPT-5.6 Terra is better at 0 benchmarks.

Claude Haiku 5.5 significantly outperforms across most benchmarks.

Thu Oct 08 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Claude Haiku 5.5 costs less

For input processing, Claude Haiku 5.5 ($0.10/1M tokens) is 20.0x cheaper than GPT-5.6 Terra ($2.00/1M tokens).

For output processing, Claude Haiku 5.5 ($0.50/1M tokens) is 24.0x cheaper than GPT-5.6 Terra ($12.00/1M tokens).

In conclusion, GPT-5.6 Terra is more expensive than Claude Haiku 5.5.*

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

Lowest available price from all providers
Thu Oct 08 2026 • llm-stats.com
Anthropic
Claude Haiku 5.5
Input tokens$0.10
Output tokens$0.50
Best providerAnthropic
OpenAI
GPT-5.6 Terra
Input tokens$2.00
Output tokens$12.00
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

GPT-5.6 Terra accepts 1,050,000 input tokens compared to Claude Haiku 5.5's 1,000,000 tokens. Both models can generate responses up to 128,000 tokens.

Anthropic
Claude Haiku 5.5
Input1,000,000 tokens
Output128,000 tokens
OpenAI
GPT-5.6 Terra
Input1,050,000 tokens
Output128,000 tokens
Thu Oct 08 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude Haiku 5.5 and GPT-5.6 Terra support multimodal inputs.

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

Claude Haiku 5.5

Text
Images
Audio
Video

GPT-5.6 Terra

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 5.5

Proprietary

Closed source

GPT-5.6 Terra

Proprietary

Closed source

Release Timeline

When each model was launched

Claude Haiku 5.5 was released on 2026-10-07, while GPT-5.6 Terra was released on 2026-07-09.

Claude Haiku 5.5 is 3 months newer than GPT-5.6 Terra.

Claude Haiku 5.5

Oct 7, 2026

1 days ago

3mo newer
GPT-5.6 Terra

Jul 9, 2026

3 months ago

Knowledge Cutoff

When training data ends

Claude Haiku 5.5 has a knowledge cutoff of 2026-06-01, while GPT-5.6 Terra has a cutoff of 2026-02-16.

Claude Haiku 5.5 has more recent training data (up to 2026-06-01), making it potentially better informed about events through that date compared to GPT-5.6 Terra (2026-02-16).

Claude Haiku 5.5

Jun 2026

4 mo newer
GPT-5.6 Terra

Feb 2026

Provider Availability

Claude Haiku 5.5 is available from Anthropic. GPT-5.6 Terra is available from OpenAI.

Claude Haiku 5.5

anthropic logo
Anthropic
Input Price:Input: $0.10/1MOutput Price:Output: $0.50/1M

GPT-5.6 Terra

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $12.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Claude Haiku 5.5 and GPT-5.6 Terra side-by-side, then vote on the output you prefer.

Claude Haiku 5.5
✓ Preferred
GPT-5.6 Terra
Open in Playground

FAQ

Common questions about Claude Haiku 5.5 vs GPT-5.6 Terra.

Which is better, Claude Haiku 5.5 or GPT-5.6 Terra?

Claude Haiku 5.5 and GPT-5.6 Terra are closely matched on the LLM Stats Score at 50.0 and 49.4. Claude Haiku 5.5 is made by Anthropic and GPT-5.6 Terra 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 5.5 compare to GPT-5.6 Terra in benchmarks?

Claude Haiku 5.5 scores Global-MMLU: 87.8%, MILU: 87.6%, BenchCAD (with Python tool): 87.0%, Chartography: 86.2%, SWE-bench Multilingual: 83.7%. GPT-5.6 Terra scores Connectors: 100.0%, HealthBench Consensus: 95.1%, Search and Function-Calling: 94.6%, GPQA: 92.9%, Capture-the-Flag Challenges (Internal): 91.8%.

Is Claude Haiku 5.5 cheaper than GPT-5.6 Terra?

Claude Haiku 5.5 is 20.0x cheaper for input tokens. Claude Haiku 5.5 costs $0.10/M input and $0.50/M output via anthropic. GPT-5.6 Terra costs $2.00/M input and $12.00/M output via openai.

What are the context window sizes for Claude Haiku 5.5 and GPT-5.6 Terra?

Claude Haiku 5.5 supports 1.0M tokens and GPT-5.6 Terra supports 1.1M 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 5.5 and GPT-5.6 Terra?

Key differences include LLM Stats Score (50.0 vs 49.4), context window (1.0M vs 1.1M), input pricing ($0.10 vs $2.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Haiku 5.5 and GPT-5.6 Terra?

Claude Haiku 5.5 is developed by Anthropic and GPT-5.6 Terra is developed by OpenAI.