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GPT-6 Astra vs Nova Pro

GPT-6 Astra leads the LLM Stats Score 60.7 to 12.4. Nova Pro is 14.3x cheaper per token.

OpenAI · Amazon · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 60.7 to 12.4, ranking #1 overall.

In the 1 individual benchmarks reported for both models, GPT-6 Astra wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Nova Pro is roughly 14.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Astra 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 GPT-6 Astra

  • overall performance matters — it scores 60.7 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 1 of 1 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

Choose Nova Pro

  • cost matters — it's about 14.3x cheaper per token

At a glance

The differences that matter most.

Core performance indexes
60.7
#1
12.4
#240
58.7
#1
12.1
#235
49.0
#1
10.2
#157
46.4
#1
10.2
#109
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
$10.00 / M
$0.80 / M
Output price
$50.00 / M
$3.20 / M
Context window
1,050,000
300,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
GPT-6 Astra
Nova Pro
35.3#42
19.1#164
41.5#1
6.3#144
38.6#3
9.2#120
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

22 reported for GPT-6 Astra · 27 for Nova Pro

1 shared

GPT-6 Astra outperforms in 1 benchmarks (GPQA), while Nova Pro is better at 0 benchmarks.

GPT-6 Astra significantly outperforms across most benchmarks.

Fri Sep 04 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Nova Pro costs less

For input processing, GPT-6 Astra ($10.00/1M tokens) is 12.5x more expensive than Nova Pro ($0.80/1M tokens).

For output processing, GPT-6 Astra ($50.00/1M tokens) is 15.6x more expensive than Nova Pro ($3.20/1M tokens).

In conclusion, GPT-6 Astra is more expensive than Nova Pro.*

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

Lowest available price from all providers
Fri Sep 04 2026 • llm-stats.com
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Amazon
Nova Pro
Input tokens$0.80
Output tokens$3.20
Best providerAWS Bedrock
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to Nova Pro's 300,000 tokens. Nova Pro can generate longer responses up to 300,000 tokens, while GPT-6 Astra is limited to 128,000 tokens.

OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Amazon
Nova Pro
Input300,000 tokens
Output300,000 tokens
Fri Sep 04 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-6 Astra and Nova Pro support multimodal inputs.

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

GPT-6 Astra

Text
Images
Audio
Video

Nova Pro

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-6 Astra

Proprietary

Closed source

Nova Pro

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-6 Astra was released on 2026-09-03, while Nova Pro was released on 2024-11-20.

GPT-6 Astra is 22 months newer than Nova Pro.

GPT-6 Astra

Sep 3, 2026

0 days ago

1.8yr newer
Nova Pro

Nov 20, 2024

1.8 years ago

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while Nova Pro's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without Nova Pro's cutoff date.

GPT-6 Astra

Apr 2026

Nova Pro

Provider Availability

GPT-6 Astra is available from OpenAI. Nova Pro is available from Bedrock.

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M

Nova Pro

bedrock logo
AWS Bedrock
Input Price:Input: $0.80/1MOutput Price:Output: $3.20/1M
* 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-6 Astra and Nova Pro side-by-side, then vote on the output you prefer.

GPT-6 Astra
✓ Preferred
Nova Pro
Open in Playground

FAQ

Common questions about GPT-6 Astra vs Nova Pro.

Which is better, GPT-6 Astra or Nova Pro?

GPT-6 Astra leads the LLM Stats Score 60.7 to 12.4. GPT-6 Astra is made by OpenAI and Nova Pro is made by Amazon. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-6 Astra compare to Nova Pro in benchmarks?

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%. Nova Pro scores ARC-C: 94.8%, GSM8k: 94.8%, DocVQA: 93.5%, IFEval: 92.1%, ChartQA: 89.2%.

Is GPT-6 Astra cheaper than Nova Pro?

Nova Pro is 12.5x cheaper for input tokens. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai. Nova Pro costs $0.80/M input and $3.20/M output via bedrock.

What are the context window sizes for GPT-6 Astra and Nova Pro?

GPT-6 Astra supports 1.1M tokens and Nova Pro supports 300K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-6 Astra and Nova Pro?

Key differences include LLM Stats Score (60.7 vs 12.4), context window (1.1M vs 300K), input pricing ($10.00 vs $0.80/M). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6 Astra and Nova Pro?

GPT-6 Astra is developed by OpenAI and Nova Pro is developed by Amazon.