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GPT-5.6 Terra vs GPT-6 Astra

GPT-6 Astra leads the LLM Stats Score 59.9 to 50.8. GPT-5.6 Terra is 4.4x cheaper per token.

OpenAI · OpenAI · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 59.9 to 50.8, ranking #1 overall.

In the 17 individual benchmarks reported for both models, GPT-6 Astra wins 17; this is a narrower head-to-head signal than the composite indexes.

On price, GPT-5.6 Terra is roughly 4.4x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose GPT-5.6 Terra

  • cost matters — it's about 4.4x cheaper per token

Choose GPT-6 Astra

  • overall performance matters — it scores 59.9 and ranks #1 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 17 of 17 exact shared results
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Core performance indexes
50.8
#15
59.9
#1
49.2
#15
57.9
#1
42.2
#8
48.5
#1
38.2
#10
46.4
#1
Cost, coverage & limits
Benchmark wins
0 of 17
17 of 17
Input price
$2.00 / M
$10.00 / M
Output price
$12.00 / M
$50.00 / M
Context window
1,050,000
1,050,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

5 shared
Index
GPT-5.6 Terra
GPT-6 Astra
32.4#59
36.0#42
29.9#29
41.8#2
30.2#19
36.2#1
30.6#29
39.0#2
16.6#9
29.0#1
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

45 reported for GPT-5.6 Terra · 22 for GPT-6 Astra

17 shared

GPT-5.6 Terra outperforms in 0 benchmarks, while GPT-6 Astra is better at 17 benchmarks (Agents' Last Exam, ARC-AGI-3, AutomationBench, BenchCAD (with Python tool), BrowseComp, DeepSWE 1.1, ExploitBench, ExploitGym, FrontierCode 1.1, FrontierMath Tier 4 (v2), GeneBench-Pro, GPQA, HealthBench Professional, LifeSciBench, OSWorld 2.0, SEC-bench Pro, Terminal-Bench 4.0).

GPT-6 Astra significantly outperforms across most benchmarks.

Mon Sep 14 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GPT-5.6 Terra costs less

For input processing, GPT-5.6 Terra ($2.00/1M tokens) is 5.0x cheaper than GPT-6 Astra ($10.00/1M tokens).

For output processing, GPT-5.6 Terra ($12.00/1M tokens) is 4.2x cheaper than GPT-6 Astra ($50.00/1M tokens).

In conclusion, GPT-6 Astra is more expensive than GPT-5.6 Terra.*

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

Lowest available price from all providers
Mon Sep 14 2026 • llm-stats.com
OpenAI
GPT-5.6 Terra
Input tokens$2.00
Output tokens$12.00
Best providerOpenAI
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Both models have the same input context window of 1,050,000 tokens. Both models can generate responses up to 128,000 tokens.

OpenAI
GPT-5.6 Terra
Input1,050,000 tokens
Output128,000 tokens
OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Mon Sep 14 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-5.6 Terra and GPT-6 Astra 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

GPT-6 Astra

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

GPT-6 Astra

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-5.6 Terra was released on 2026-07-09, while GPT-6 Astra was released on 2026-09-04.

GPT-6 Astra is 2 months newer than GPT-5.6 Terra.

GPT-5.6 Terra

Jul 9, 2026

2 months ago

GPT-6 Astra

Sep 4, 2026

1 weeks ago

1mo newer

Knowledge Cutoff

When training data ends

GPT-5.6 Terra has a knowledge cutoff of 2026-02-16, while GPT-6 Astra has a cutoff of 2026-04-30.

GPT-6 Astra has more recent training data (up to 2026-04-30), making it potentially better informed about events through that date compared to GPT-5.6 Terra (2026-02-16).

GPT-5.6 Terra

Feb 2026

GPT-6 Astra

Apr 2026

2 mo newer

Provider Availability

GPT-5.6 Terra is available from OpenAI. GPT-6 Astra is available from OpenAI.

GPT-5.6 Terra

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $12.00/1M

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against GPT-5.6 Terra and GPT-6 Astra side-by-side, then vote on the output you prefer.

GPT-5.6 Terra
✓ Preferred
GPT-6 Astra
Open in Playground

FAQ

Common questions about GPT-5.6 Terra vs GPT-6 Astra.

Which is better, GPT-5.6 Terra or GPT-6 Astra?

GPT-6 Astra leads the LLM Stats Score 59.9 to 50.8. GPT-5.6 Terra is made by OpenAI and GPT-6 Astra is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-5.6 Terra compare to GPT-6 Astra 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%. GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%.

Is GPT-5.6 Terra cheaper than GPT-6 Astra?

GPT-5.6 Terra is 5.0x cheaper for input tokens. GPT-5.6 Terra costs $2.00/M input and $12.00/M output via openai. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai.

What are the context window sizes for GPT-5.6 Terra and GPT-6 Astra?

GPT-5.6 Terra supports 1.1M tokens and GPT-6 Astra 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 GPT-5.6 Terra and GPT-6 Astra?

Key differences include LLM Stats Score (50.8 vs 59.9), input pricing ($2.00 vs $10.00/M). See the full comparison above for benchmark-by-benchmark results.