Model Comparison

GPT-5.6 Terra vs o3Which is better in 2026?

GPT-5.6 Terra significantly outperforms across most benchmarks. o3 is 1.6x cheaper per token.

Verdict: GPT-5.6 Terra vs o3 — which is better?

GPT-5.6 Terra (by OpenAI) and o3 (by OpenAI) are two of the AI models people compare most. Here is how they stack up on benchmarks, price and capabilities, and which one to pick in 2026.

GPT-5.6 Terra outperforms in 4 benchmarks (BrowseComp, FrontierMath, GPQA, MMMU-Pro), while o3 is better at 0 benchmarks. GPT-5.6 Terra significantly outperforms across most benchmarks.

On price, o3 is roughly 1.6x 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.

Choose GPT-5.6 Terra if…

  • you want the strongest raw capability — it leads on 4 of 4 shared benchmarks
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Jul 2026

Choose o3 if…

  • cost matters — it's about 1.6x cheaper per token

Performance Benchmarks

Comparative analysis across standard metrics

4 benchmarks

GPT-5.6 Terra outperforms in 4 benchmarks (BrowseComp, FrontierMath, GPQA, MMMU-Pro), while o3 is better at 0 benchmarks.

GPT-5.6 Terra significantly outperforms across most benchmarks.

Tue Jul 21 2026 • llm-stats.com

Arena Performance

Human preference votes

Pricing Analysis

Price comparison per million tokens

o3 costs less

For input processing, GPT-5.6 Terra ($2.50/1M tokens) is 1.3x more expensive than o3 ($2.00/1M tokens).

For output processing, GPT-5.6 Terra ($15.00/1M tokens) is 1.9x more expensive than o3 ($8.00/1M tokens).

In conclusion, GPT-5.6 Terra is more expensive than o3.*

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

Lowest available price from all providers
Tue Jul 21 2026 • llm-stats.com
OpenAI
GPT-5.6 Terra
Input tokens$2.50
Output tokens$15.00
Best providerOpenAI
OpenAI
o3
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-5.6 Terra accepts 1,050,000 input tokens compared to o3's 200,000 tokens. GPT-5.6 Terra can generate longer responses up to 128,000 tokens, while o3 is limited to 100,000 tokens.

OpenAI
GPT-5.6 Terra
Input1,050,000 tokens
Output128,000 tokens
OpenAI
o3
Input200,000 tokens
Output100,000 tokens
Tue Jul 21 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both GPT-5.6 Terra and o3 support multimodal inputs.

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

GPT-5.6 Terra

Text
Images
Audio
Video

o3

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.

GPT-5.6 Terra

Proprietary

Closed source

o3

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-5.6 Terra was released on 2026-07-09, while o3 was released on 2025-04-16.

GPT-5.6 Terra is 15 months newer than o3.

GPT-5.6 Terra

Jul 9, 2026

1 weeks ago

1.2yr newer
o3

Apr 16, 2025

1.3 years ago

Knowledge Cutoff

When training data ends

GPT-5.6 Terra has a knowledge cutoff of 2026-02-16, while o3 has a cutoff of 2024-05-31.

GPT-5.6 Terra has more recent training data (up to 2026-02-16), making it potentially better informed about events through that date compared to o3 (2024-05-31).

GPT-5.6 Terra

Feb 2026

1.8 yr newer
o3

May 2024

Provider Availability

GPT-5.6 Terra is available from OpenAI. o3 is available from OpenAI.

GPT-5.6 Terra

openai logo
OpenAI
Input Price:Input: $2.50/1MOutput Price:Output: $15.00/1M

o3

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $8.00/1M
* Prices shown are per million tokens

Outputs Comparison

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Key Takeaways

Larger context window (1,050,000 tokens)
Higher BrowseComp score (87.5% vs 49.7%)
Higher FrontierMath score (84.9% vs 15.8%)
Higher GPQA score (92.9% vs 83.3%)
Higher MMMU-Pro score (80.7% vs 76.4%)
Less expensive input tokens
Less expensive output tokens
OpenAIGPT-5.6 Terra
OpenAIo3

Detailed Comparison

Interactive Arena

Judge for yourself.

Run your own prompts against GPT-5.6 Terra and o3 side-by-side, then vote on the output you prefer.

GPT-5.6 Terra
✓ Preferred
o3
Open in Playground
AI Model Comparison Table
Feature
OpenAI
GPT-5.6 Terra
OpenAI
o3

FAQ

Common questions about GPT-5.6 Terra vs o3.

Which is better, GPT-5.6 Terra or o3?

GPT-5.6 Terra significantly outperforms across most benchmarks. GPT-5.6 Terra is made by OpenAI and o3 is made by OpenAI. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does GPT-5.6 Terra compare to o3 in benchmarks?

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%. o3 scores COLLIE: 98.4%, AIME 2024: 91.6%, ARC-AGI: 88.0%, MathVista: 86.8%, AIME 2025: 86.4%.

Is GPT-5.6 Terra cheaper than o3?

o3 is 1.3x cheaper for input tokens. GPT-5.6 Terra costs $2.50/M input and $15.00/M output via openai. o3 costs $2.00/M input and $8.00/M output via openai.

What are the context window sizes for GPT-5.6 Terra and o3?

GPT-5.6 Terra supports 1.1M tokens and o3 supports 200K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-5.6 Terra and o3?

Key differences include context window (1.1M vs 200K), input pricing ($2.50 vs $2.00/M). See the full comparison above for benchmark-by-benchmark results.