Model Comparison

Claude Sonnet 4 vs Nova LiteWhich is better in 2026?

Claude Sonnet 4 significantly outperforms across most benchmarks. Nova Lite is 57.1x cheaper per token.

Verdict: Claude Sonnet 4 vs Nova Lite — which is better?

Claude Sonnet 4 (by Anthropic) and Nova Lite (by Amazon) 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.

Claude Sonnet 4 outperforms in 2 benchmarks (GPQA, MMMU), while Nova Lite is better at 0 benchmarks. Claude Sonnet 4 significantly outperforms across most benchmarks.

On price, Nova Lite is roughly 57.1x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Nova Lite also accepts a larger context window (300,000 input tokens), making it the stronger choice for long documents and large codebases.

Choose Claude Sonnet 4 if…

  • you want the strongest raw capability — it leads on 2 of 2 shared benchmarks
  • you want the most recent training data — it shipped May 2025

Choose Nova Lite if…

  • cost matters — it's about 57.1x cheaper per token
  • you process long inputs — it offers a 300,000 token context window

Performance Benchmarks

Comparative analysis across standard metrics

2 benchmarks

Claude Sonnet 4 outperforms in 2 benchmarks (GPQA, MMMU), while Nova Lite is better at 0 benchmarks.

Claude Sonnet 4 significantly outperforms across most benchmarks.

Sun Jul 26 2026 • llm-stats.com

Arena Performance

Human preference votes

Pricing Analysis

Price comparison per million tokens

Nova Lite costs less

For input processing, Claude Sonnet 4 ($3.00/1M tokens) is 50.0x more expensive than Nova Lite ($0.06/1M tokens).

For output processing, Claude Sonnet 4 ($15.00/1M tokens) is 62.5x more expensive than Nova Lite ($0.24/1M tokens).

In conclusion, Claude Sonnet 4 is more expensive than Nova Lite.*

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

Lowest available price from all providers
Sun Jul 26 2026 • llm-stats.com
Anthropic
Claude Sonnet 4
Input tokens$3.00
Output tokens$15.00
Best providerAnthropic
Amazon
Nova Lite
Input tokens$0.06
Output tokens$0.24
Best providerAWS Bedrock
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Nova Lite accepts 300,000 input tokens compared to Claude Sonnet 4's 200,000 tokens. Claude Sonnet 4 can generate longer responses up to 64,000 tokens, while Nova Lite is limited to 2,048 tokens.

Anthropic
Claude Sonnet 4
Input200,000 tokens
Output64,000 tokens
Amazon
Nova Lite
Input300,000 tokens
Output2,048 tokens
Sun Jul 26 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both Claude Sonnet 4 and Nova Lite support multimodal inputs.

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

Claude Sonnet 4

Text
Images
Audio
Video

Nova Lite

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.

Claude Sonnet 4

Proprietary

Closed source

Nova Lite

Proprietary

Closed source

Release Timeline

When each model was launched

Claude Sonnet 4 was released on 2025-05-22, while Nova Lite was released on 2024-11-20.

Claude Sonnet 4 is 6 months newer than Nova Lite.

Claude Sonnet 4

May 22, 2025

1.2 years ago

6mo newer
Nova Lite

Nov 20, 2024

1.7 years ago

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

Claude Sonnet 4 is available from Anthropic, Bedrock, Google. Nova Lite is available from Bedrock.

Claude Sonnet 4

anthropic logo
Anthropic
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
bedrock logo
AWS Bedrock
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
google logo
Google
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M

Nova Lite

bedrock logo
AWS Bedrock
Input Price:Input: $0.06/1MOutput Price:Output: $0.24/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Key Takeaways

Higher GPQA score (75.4% vs 42.0%)
Higher MMMU score (74.4% vs 56.2%)
Larger context window (300,000 tokens)
Less expensive input tokens
Less expensive output tokens
AnthropicClaude Sonnet 4
AmazonNova Lite

Detailed Comparison

Interactive Arena

Judge for yourself.

Run your own prompts against Claude Sonnet 4 and Nova Lite side-by-side, then vote on the output you prefer.

Claude Sonnet 4
✓ Preferred
Nova Lite
Open in Playground
AI Model Comparison Table
Feature
Anthropic
Claude Sonnet 4
Amazon
Nova Lite

FAQ

Common questions about Claude Sonnet 4 vs Nova Lite.

Which is better, Claude Sonnet 4 or Nova Lite?

Claude Sonnet 4 significantly outperforms across most benchmarks. Claude Sonnet 4 is made by Anthropic and Nova Lite is made by Amazon. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does Claude Sonnet 4 compare to Nova Lite in benchmarks?

Claude Sonnet 4 scores MMMLU: 86.5%, TAU-bench Retail: 80.5%, GPQA: 75.4%, MMMU: 74.4%, SWE-Bench Verified: 72.7%. Nova Lite scores GSM8k: 94.5%, ARC-C: 92.4%, DocVQA: 92.4%, IFEval: 89.7%, Translation en→Set1 COMET22: 88.8%.

Is Claude Sonnet 4 cheaper than Nova Lite?

Nova Lite is 50.0x cheaper for input tokens. Claude Sonnet 4 costs $3.00/M input and $15.00/M output via anthropic. Nova Lite costs $0.06/M input and $0.24/M output via bedrock.

What are the context window sizes for Claude Sonnet 4 and Nova Lite?

Claude Sonnet 4 supports 200K tokens and Nova Lite 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 Claude Sonnet 4 and Nova Lite?

Key differences include context window (200K vs 300K), input pricing ($3.00 vs $0.06/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Sonnet 4 and Nova Lite?

Claude Sonnet 4 is developed by Anthropic and Nova Lite is developed by Amazon.