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GPT-4.5 vs Nova 2 Sonic

GPT-4.5 and Nova 2 Sonic are closely matched at 20.2 and 9.2 on the LLM Stats Score. Nova 2 Sonic is 100.3x cheaper per token.

OpenAI · Amazon · Updated for 2026

Which is better?

GPT-4.5 and Nova 2 Sonic are closely matched on the overall LLM Stats Score at 20.2 and 9.2.

In the 1 individual benchmarks reported for both models, Nova 2 Sonic wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Nova 2 Sonic is roughly 100.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Nova 2 Sonic also accepts a larger context window (1,000,000 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-4.5

  • you want predictable pricing at $75.00/M input and $150.00/M output

Choose Nova 2 Sonic

  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 100.3x cheaper per token
  • you process long inputs — it offers a 1,000,000 token context window
  • you want the most recent training data — it shipped Dec 2025

At a glance

The differences that matter most.

Core performance indexes
20.2
#187
9.2
#260
20.4
#177
11.6
#241
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$75.00 / M
$0.33 / M
Output price
$150.00 / M
$2.75 / M
Context window
128,000
1,000,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT-4.5
Nova 2 Sonic
10.9#115
12.6#98
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

26 reported for GPT-4.5 · 4 for Nova 2 Sonic

1 shared

GPT-4.5 outperforms in 0 benchmarks, while Nova 2 Sonic is better at 1 benchmark (ComplexFuncBench).

Nova 2 Sonic 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 2 Sonic costs less

For input processing, GPT-4.5 ($75.00/1M tokens) is 227.3x more expensive than Nova 2 Sonic ($0.33/1M tokens).

For output processing, GPT-4.5 ($150.00/1M tokens) is 54.5x more expensive than Nova 2 Sonic ($2.75/1M tokens).

In conclusion, GPT-4.5 is more expensive than Nova 2 Sonic.*

* 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-4.5
Input tokens$75.00
Output tokens$150.00
Best providerOpenAI
Amazon
Nova 2 Sonic
Input tokens$0.33
Output tokens$2.75
Best providerAWS Bedrock
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Nova 2 Sonic accepts 1,000,000 input tokens compared to GPT-4.5's 128,000 tokens. Nova 2 Sonic can generate longer responses up to 65,536 tokens, while GPT-4.5 is limited to 4,096 tokens.

OpenAI
GPT-4.5
Input128,000 tokens
Output4,096 tokens
Amazon
Nova 2 Sonic
Input1,000,000 tokens
Output65,536 tokens
Fri Sep 04 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-4.5 and Nova 2 Sonic support multimodal inputs.

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

GPT-4.5

Text
Images
Audio
Video

Nova 2 Sonic

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-4.5

Proprietary

Closed source

Nova 2 Sonic

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-4.5 was released on 2025-02-27, while Nova 2 Sonic was released on 2025-12-02.

Nova 2 Sonic is 9 months newer than GPT-4.5.

GPT-4.5

Feb 27, 2025

1.5 years ago

Nova 2 Sonic

Dec 2, 2025

9 months ago

9mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

GPT-4.5 is available from OpenAI. Nova 2 Sonic is available from Bedrock.

GPT-4.5

openai logo
OpenAI
Input Price:Input: $75.00/1MOutput Price:Output: $150.00/1M

Nova 2 Sonic

bedrock logo
AWS Bedrock
Input Price:Input: $0.33/1MOutput Price:Output: $2.75/1M
* 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-4.5 and Nova 2 Sonic side-by-side, then vote on the output you prefer.

GPT-4.5
✓ Preferred
Nova 2 Sonic
Open in Playground

FAQ

Common questions about GPT-4.5 vs Nova 2 Sonic.

Which is better, GPT-4.5 or Nova 2 Sonic?

GPT-4.5 and Nova 2 Sonic are closely matched on the LLM Stats Score at 20.2 and 9.2. GPT-4.5 is made by OpenAI and Nova 2 Sonic 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-4.5 compare to Nova 2 Sonic in benchmarks?

GPT-4.5 scores GSM8k: 97.0%, MMLU: 90.8%, CharXiv-D: 90.0%, IFEval: 88.2%, HumanEval: 88.0%. Nova 2 Sonic scores Big Bench Audio: 87.0%, BFCL: 74.5%, ComplexFuncBench: 65.2%, IFBench: 37.5%.

Is GPT-4.5 cheaper than Nova 2 Sonic?

Nova 2 Sonic is 227.3x cheaper for input tokens. GPT-4.5 costs $75.00/M input and $150.00/M output via openai. Nova 2 Sonic costs $0.33/M input and $2.75/M output via bedrock.

What are the context window sizes for GPT-4.5 and Nova 2 Sonic?

GPT-4.5 supports 128K tokens and Nova 2 Sonic supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-4.5 and Nova 2 Sonic?

Key differences include LLM Stats Score (20.2 vs 9.2), context window (128K vs 1.0M), input pricing ($75.00 vs $0.33/M). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-4.5 and Nova 2 Sonic?

GPT-4.5 is developed by OpenAI and Nova 2 Sonic is developed by Amazon.