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GPT-4 Turbo vs Nova Pro

GPT-4 Turbo and Nova Pro are closely matched at 9.0 and 12.2 on the LLM Stats Score. Nova Pro is 10.7x cheaper per token.

OpenAI · Amazon · Updated for 2026

Which is better?

GPT-4 Turbo and Nova Pro are closely matched on the overall LLM Stats Score at 9.0 and 12.2.

In the 5 individual benchmarks reported for both models, GPT-4 Turbo wins 3; this is a narrower head-to-head signal than the composite indexes.

On price, Nova Pro is roughly 10.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Nova Pro also accepts a larger context window (300,000 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-4 Turbo

  • you value its reported benchmark strengths — it wins 3 of 5 exact shared results

Choose Nova Pro

  • cost matters — it's about 10.7x cheaper per token
  • you process long inputs — it offers a 300,000 token context window
  • you want the most recent training data — it shipped Nov 2024

At a glance

The differences that matter most.

Core performance indexes
9.0
#287
12.2
#268
9.1
#282
12.0
#263
7.2
#199
10.1
#179
Cost, coverage & limits
Benchmark wins
3 of 5
2 of 5
Input price
$10.00 / M
$0.80 / M
Output price
$30.00 / M
$3.20 / M
Context window
128,000
300,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT-4 Turbo
Nova Pro
17.2#203
18.9#178
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

6 reported for GPT-4 Turbo · 27 for Nova Pro

5 shared

GPT-4 Turbo outperforms in 3 benchmarks (DROP, GPQA, MMLU), while Nova Pro is better at 2 benchmarks (HumanEval, MATH).

GPT-4 Turbo has a slight edge in benchmark performance.

Thu Oct 15 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-4 Turbo ($10.00/1M tokens) is 12.5x more expensive than Nova Pro ($0.80/1M tokens).

For output processing, GPT-4 Turbo ($30.00/1M tokens) is 9.4x more expensive than Nova Pro ($3.20/1M tokens).

In conclusion, GPT-4 Turbo is more expensive than Nova Pro.*

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

Lowest available price from all providers
Thu Oct 15 2026 • llm-stats.com
OpenAI
GPT-4 Turbo
Input tokens$10.00
Output tokens$30.00
Best providerAzure
Amazon
Nova Pro
Input tokens$0.80
Output tokens$3.20
Best providerAWS Bedrock
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Nova Pro accepts 300,000 input tokens compared to GPT-4 Turbo's 128,000 tokens. Nova Pro can generate longer responses up to 300,000 tokens, while GPT-4 Turbo is limited to 4,096 tokens.

OpenAI
GPT-4 Turbo
Input128,000 tokens
Output4,096 tokens
Amazon
Nova Pro
Input300,000 tokens
Output300,000 tokens
Thu Oct 15 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Nova Pro supports multimodal inputs, whereas GPT-4 Turbo does not.

Nova Pro can handle both text and other forms of data like images, making it suitable for multimodal applications.

GPT-4 Turbo

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-4 Turbo

Proprietary

Closed source

Nova Pro

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-4 Turbo was released on 2024-04-09, while Nova Pro was released on 2024-11-20.

Nova Pro is 8 months newer than GPT-4 Turbo.

GPT-4 Turbo

Apr 9, 2024

2.5 years ago

Nova Pro

Nov 20, 2024

1.9 years ago

7mo newer

Knowledge Cutoff

When training data ends

GPT-4 Turbo has a documented knowledge cutoff of 2023-12-31, while Nova Pro's cutoff date is not specified.

We can confirm GPT-4 Turbo's training data extends to 2023-12-31, but cannot make a direct comparison without Nova Pro's cutoff date.

GPT-4 Turbo

Dec 2023

Nova Pro

—

Provider Availability

GPT-4 Turbo is available from Azure, OpenAI. Nova Pro is available from Bedrock.

GPT-4 Turbo

azure logo
Azure
Input Price:Input: $10.00/1MOutput Price:Output: $30.00/1M
openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $30.00/1M

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?

Judge for yourself.

Run your own prompts against GPT-4 Turbo and Nova Pro side-by-side, then vote on the output you prefer.

GPT-4 Turbo
✓ Preferred
Nova Pro
Open in Playground

FAQ

Common questions about GPT-4 Turbo vs Nova Pro.

Which is better, GPT-4 Turbo or Nova Pro?

GPT-4 Turbo and Nova Pro are closely matched on the LLM Stats Score at 9.0 and 12.2. GPT-4 Turbo 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-4 Turbo compare to Nova Pro in benchmarks?

GPT-4 Turbo scores MGSM: 88.5%, HumanEval: 87.1%, MMLU: 86.5%, DROP: 86.0%, MATH: 72.6%. Nova Pro scores ARC-C: 94.8%, GSM8k: 94.8%, DocVQA: 93.5%, IFEval: 92.1%, ChartQA: 89.2%.

Is GPT-4 Turbo cheaper than Nova Pro?

Nova Pro is 12.5x cheaper for input tokens. GPT-4 Turbo costs $10.00/M input and $30.00/M output via azure. Nova Pro costs $0.80/M input and $3.20/M output via bedrock.

What are the context window sizes for GPT-4 Turbo and Nova Pro?

GPT-4 Turbo supports 128K 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-4 Turbo and Nova Pro?

Key differences include LLM Stats Score (9.0 vs 12.2), context window (128K vs 300K), input pricing ($10.00 vs $0.80/M), multimodal support (no vs yes). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-4 Turbo and Nova Pro?

GPT-4 Turbo is developed by OpenAI and Nova Pro is developed by Amazon.